From 0fba488fc72184af7da071ef2077738cb930ffd2 Mon Sep 17 00:00:00 2001 From: abap34 Date: Tue, 6 Aug 2024 20:50:19 +0900 Subject: [PATCH] =?UTF-8?q?=E5=8F=A5=E8=AA=AD=E7=82=B9=E3=82=92=E7=B5=B1?= =?UTF-8?q?=E4=B8=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ch00/lecture.md | 26 +++++++++++++------------- ch00/lecture.pdf | Bin 143007 -> 143640 bytes ch01/lecture.md | 2 +- ch01/lecture.pdf | Bin 1502056 -> 1502037 bytes slides.md | 28 ++++++++++++++-------------- slides.pdf | Bin 20087161 -> 20087725 bytes 6 files changed, 28 insertions(+), 28 deletions(-) diff --git a/ch00/lecture.md b/ch00/lecture.md index b9906f9..c4c8d84 100644 --- a/ch00/lecture.md +++ b/ch00/lecture.md @@ -24,21 +24,21 @@ math: mathjax
-この資料は [東京工業大学デジタル創作同好会 traP Kaggle班](https://trap.jp/kaggle/) で 2024年に実施した 「機械学習講習会」の資料です. +この資料は [東京工業大学デジタル創作同好会 traP Kaggle班](https://trap.jp/kaggle/) で 2024年に実施した 「機械学習講習会」の資料です 機械学習に初めて触れる学部一年生のメンバーが
-1. **基本的な機械学習のアイデアを理解** して, +1. **基本的な機械学習のアイデアを理解** して 2. **最終的にニューラルネットを実際の問題解決に使えるようになること**
-を目指しています. +を目指しています (講習会自体については https://abap34.github.io/ml-lecture/supplement/preface.html をみてください) @@ -193,7 +193,7 @@ ul li::before { --- - + - この資料を管理しているレポジトリは https://github.com/abap34/ml-lecture です - - 誤りのご指摘などはこちらの Issue または https://twitter.com/abap34 までご連絡ください. -- 補足資料なども含めてまとめたものを https://abap34.com/trap_ml_lecture.html から確認できます. -- この資料のリンクにはサークルメンバー以外がアクセスできないものが含まれています. (oj.abap34.com, dacq.abap34.com など) + - 誤りのご指摘などはこちらの Issue または https://twitter.com/abap34 までご連絡ください +- 補足資料なども含めてまとめたものを https://abap34.com/trap_ml_lecture.html から確認できます +- この資料のリンクにはサークルメンバー以外がアクセスできないものが含まれています (oj.abap34.com, dacq.abap34.com など) - オンラインジャッジは https://github.com/abap34/ml-lecture-judge - - コンペプラットフォームは https://github.com/abap34/DacQ-v2 を動かしています. - - どちらもかなり未成熟ですが, 基本的なオンラインジャッジの機能とデータ分析コンペプラットフォームの機能を提供しています.これらをホストすることで同等の環境を構築することができます. -- そのほか何かあれば https://twitter.com/abap34 までご連絡ください. + - コンペプラットフォームは https://github.com/abap34/DacQ-v2 を動かしています + - どちらもかなり未成熟ですが, 基本的なオンラインジャッジの機能とデータ分析コンペプラットフォームの機能を提供しています. これらをホストすることで同等の環境を構築することができます +- そのほか何かあれば https://twitter.com/abap34 までご連絡ください --- @@ -222,11 +222,11 @@ ul li::before { } -資料の公開にあたって, 東京工業大学情報理工学院情報工学系博士後期課程の +資料の公開にあたって 東京工業大学情報理工学院情報工学系博士後期課程の @YumizSui さん (大上研究室) と 前田航希さん (@Silviase, 岡崎研究室)に -内容について多くの助言をいただきました. +内容について多くの助言をいただきました -この場を借りてお礼申し上げます. +この場を借りてお礼申し上げます --- diff --git a/ch00/lecture.pdf b/ch00/lecture.pdf index 900c33abc0b5d2e8b54fdf5cdeec574e56a1ccb5..9944eb1d51e9e20c3f1987b4969d9dab2742e46b 100644 GIT binary patch delta 32658 zcmb5VWmF$Q^EDVkaCe7b!QI`0yE_DaxVyvP5ZqmZySsaEcXx;24lmC>|9yAQe%P~n z&dhwMo-;jt>)xuG>F(@x=#(Ak>Zq>(8y74;KdhsZgRy}%tXsyp_iB_)i}isw-#{y2 zH!RX0L|>GgbDNiyRLBD`ZV=X2PhYnUB5VbUxaYEaVn>W$Jbt?AA2V?hKG{F%6qQIW zb_I}l|Gm<;08+t+O+fqGAsz)8PS>h_*V`@v(OVbra>MfRc(}RozCZc;dj0`)9$!iz zWJ&#dy#c!3?#>x(Ke+O7z7Ue&?0nn_WPRLhuL2xdj}8dWCv8!eW&1DAj|}bl9~5A4 zmIU`mWrs*zoo}Pri~@7n`XA51vv7}dNqap%CaXT&UiiMae3|%oetjmg?Rsq;`I|f< z;kos6x0$^OK1F2Ma$Vq1k>vn9D$_m;u#+Sy$B?6+>C-0fCxEZ*7se`yS;_?b&zI=a{ajC50BzsT_fCLmbnf^j_in%e@IhUAH4op!7J+rS z4FU=Ms}IZLH2LGfFKpm*0$*O8aJC>&h*Ajo8{QVjhmLq394Tf0-OT_k-WCB>0l{TA zx^Hru#*CXi4EiS1mIgk#O42wURS}0!scZciT9q9p)LavmT!-$nJ_rOjftky?k5(y|4dW1$EqS=pOoK zzx^|Zd15BgOZy#$hFJCZYEgH_6?5$D44&yf9s42+5EeB8F*!0WmY?EM) zwU-ax)Jo)}Ex49v&mjj`#rk9W>wBuu3Y=iq!b6|~Kl{a|a;}IOz3CKR0HODEq09#x z8{ba|uy38Z^Iv4xpMNAYs#m{V(;4aP>!d(>JLhkLc6Dk=$pk-ewu%J4)(d=n^=rp0 zStOCCj=YXvfyLAd0!c}Lvao@rC5YW`ki;)gg1o5UB=V{|^`nacv$4aS)Va>-AaM^o{6j4hn z_{)2=lGIe@@K~mS7@=jxY2`1X&Pt=2~SmV);crAKeY zh?JZa-91v}MnwvB?K>DD0;9SD>}q4+wG+U(aE=5Coiv~{EOb{{IlnVgCRc^+(+2q5~9=s-VvH!ly<_;PhQkmj6~ zP{nSRvl8g%?O8*OUgkDXy}*6@)kMNBH^-ge`=vh#t+6Kt9P=mnAEWaJ#M0nu5h27cKds1B&ChbemMr3a@bSoy zHYPPY4}=E@7@op{+yBI=)vIq~7bA9&z;J|F6FEz95MnzcrZOxFY=A$oVMj8E*P}!x zs&R~y0c3Ts{FX4%OFxdKg3H0wc{3+0eDfm;s!y|nt6dWgxS9L);uLn54vFv6azeQe zoT5c2A;gK=TNV2^P=8G)wIaHPI+EXd-yk;@k`~@=hjviJmCw0!ydh(aP}=;$?#*gL zeTw)l@#S~%BK}|+G3GbXL7b%E>VtBA&fP_17vKkZE#67Y7ql71MI4Nfn6N)%!IQ*B zB?NsEJpG!G(GxkmfjeRsq%pcih);m)2X>~A`x;!`?VO~kZ{@YlFK5V8*}B}892dxF zWlAhuT`-uV;S{!CEfY4^ zMG2<~BHyo_Xj^*Ryj{IxMsV#``IgQqYJvN~V$ybJOKRo){s&+8er4;2?Y5?|$mHpA zZPirt{tM5owOWrqGI#Q}nc^Cvd2qaMt*}MFI(AGtJZ(AF*_H4B8i$RMqQPWoI9`wg z4S1v@JSS;V7)Hy=3QJ>2^?}YBW$~Yhh_XjqddD)U^gkLryQQ!tjK%_xWeO#nLqIi) z-XY4r>8ZPjGwK9l4Zz~4dH?_%QTjX_`Z3;hdEP_kFBArv>;_opqUq`1xwIyCC{!Ho zxtJ1J_7FSUhv}qPE;U$9ZR(pRJ=aKnf`^F41(Sqx@omv^vsr1OTVgl5E%vRGfIz{b zQ-e7;=8lKs4W)hOVZ)9t<@HPJz>%lFm%LLtf=0I84}=BRrL$gVW_E;{i@$|53%1Ms zgRb`M5VadqCQ@yyV>WUPo=eP!Ajj*5XG62e)IXZp){b189joP&V*V^#^(cKNv7UCv zj)<)X>FkKh?Y9x??0(MR>Elk;(DgW1gjCiCXCW%-pw%NwM|-@&$?~@*py{EhtCL)} zVD4ja`TgBf?)oNL^8Nq&0i;X5f4mOfULR z;wWRzfBz!W-fFr9%U8X^dz5WGpjlzueiQLk1M~4ut-e)W`04Gt0Ctk?l;G|+tFDEiwAnR^ zOc*M&nHK}KlZf?%Vf*xr-fDAxWg>h23CFr|Gn7AXT>S(+xi4yS-@$y#>s@xek6N?a zI`47c^Mv*cb+keItL!k8uYlYdlT50OCD2-X&p+Hc+hG=OcuhyubZReOy##8%*!#E7 z+qK1$cF2+<&Hxdh&(&qrSc|#n)eq)X7a?Qw@c=WWb?0QV{wkSgl2F&-8 z5zscfw9g9&ZRmuo|4w|gTvpI^7c^P4E+Z0BH@H3)cJP_u8B5u&Cl0s4qn>6(d0uMB z>lmVBLz+1w zugC9)rMOBJRMNm78h2S4bDCzJ1I~E!i|j=RCkbPC;{w^4>SVvaw64k}-rTb|oXZ|* ze>u1M-O+Zm*;w;C;oqo*Z)NJQS%vd>JwyS3;rn5-1%ZY#8X(Pp!l=}hn>3kvgTQx+ zz;Ou%=0^M%FrdjfviLchxg!=|H4&i)+c6Q9|HTZC?OyP0^N(%|VvxSc*=QMzefyfT z*dfMmizEt|+xz^|O(my(Pn7o?TU%a!=#e}gw!z2Mp%FU}x~zmmW;pr`(r?NbNi0p^ z_EckfNNYri`Y0~35|wRc^0lL&v@fc%lnku5#TS08)s7WX^o_m}4(Swxa!-4V^s`W7|Fs}-zTu(DEvE`Z+6Z1hZ|`wMT=UMO6lcg6uh0A$f3 zZTx{N6PKzLiD5`WI4W6bo|BzjsHF{nOQ@>9GnT?qJ*?b{oYcUO4Tg!f9}kAe=wiW& zEudu9bzV0IBtee5BNR#lo^S$)iFb=Pam*_8%j)XEBW#l=E`3hb)O|7wJ~-5lcWEP! z;cCams5qid`%l<%2kFNt&1F{geuclASd5w$xMT}i+GO-?)K3lfd;Akw<{klDc>RSW z@V;5YfU?CgJ8O2v*Yt`As*Tb?s=BVCjr({jhR!bI>BsnHt4bTN)J4@m%@;jz@dbvb z1{MhH{qo!ldN#Z*2f3N=d40wcznvYmzS&K{pcp%t3h_Bw;QZz#Wv19(Yk|5jlKWW^ zYN}Z{m#a=ZG$|IphVpSQdkY*-xt#neIKu*$a~ z^yvwKx25(<82n&)cH70B9z(eHYumd%eo2=QrfS(axI#^^P>8ANh8#m=iaR_JLs*K- zzkWC9sDa4)9F} zm6n=o4JziUd;%~e{2QQp(Ai~qj^vF8unK296FIM8e_UjgU7G%^qjoFjNF$8Vvcy$} zj3mYwRw0NMjgM+pc)` zOh#EIc!3>0!OnGo_Pw+wXIG7ES*cii;I_m2GY?H9zvn_j2BmYD2E~M912IaTr&>Z? z%5gXarIBL0OU->Cg>}XDXVS3MMnk#lMG5DOHdCIuvxA6(ZrtJN{Yn+zZEYzrhbQ-67?O%@vO_*$SZhP{6|2xZG$OQU z^X89n`M<%?2*GEaR6%iw*wv_>2KocsWN|Lu2Zf&hZ$|vT6N1D%aY%Jlitpx=4`WlF z!nsm2^i?lk!k*QJ^m^_NqYgeFHnPPHTsSWHDXrU#KGg^&n-;gd717^Q zoXgXsr?=y@duaZ|_h7~K`|%v-lrt<(49~0;J0~3B45v1a2f$T@Pr`lq+tFG-bZH}b zsHYDWFUE@v%6@?m{J^}CcBtQ zp&5qX?GD$PsHf^tY@Y=JF)UhJmU0#4`1nVw7$Jt`EB?B8g3>^=LE6>`tCgL`43{&t zrJaD+3HRi2B)}KmHW89jXKKHwvzPnNsHSkx!MdW~6q}>%zKs%0sm1Ulszg}x>dl78 zB98H~vp8Bq$r~4ap}7vV`9d~+MLQN*$u-mc9>v*1Sp>CkFsq+H&l{?zD=&ku&aP%d zbbZ@&L95bs_S60GpYGQ!ss?Y-G>Pw7zO*yZY#l-ZbS5Z5f+t*e@K>=28!z|mx2k&~ zN%bSaCUA|qdC%FudA`A)n84%(YL5NgwYFqsVfYKR5jR?JNeZUtK;U>Sxl1>U2uD3i zhZfcs0jo)U2+e?j*7tY;#1sqv?TFp2Jy_;Azc)-NF*Kh_|M*oQyb$gEE*%H!Tp}13kW~x9(<_}!1hL#@^DL)W3tELo~KsycEXL!ZuVX?uuLb->Z?5Vnr$8Tc+ z(1UK2Y`&7N3h`#xR74l|^ix0LBi;McV5s+!i&QDg^^JJ5f1}CnW1Tt|xyM&yqr+vh zliW_p$P`3bE5%P@V|?{2jX%Inr_aS<{E_!P+OD{sk=nvXE-6vIu_V8QcWqHPbvnu! z>xb%9oihgJp4yaSs&n>jd=(B6X6-Vo`i3Q|ux87`yNZl;{u?*XF%xq99*)ab9>#bb zT-C3PDDic;%wO4^;tz2Pz7~VUN8vG3MR#3A&N<>66f(>_Jh09G3YAD$s8H+s6=cEBc!rZIP2&u64vofp;^TZ>rjAd- zXM#nV*JO#Dm77!6iJ!*D|H`c!e~E8JfTKM%RBm|X1N#@aR75$wGeMO0Sc#?Q__=gU zU={C1K*98ypwfkAg#SgX00Q?^NLplj;BLf2LVXE}eFA#4B`7QJM5jh~`G|VnG1c&e z@)*Z0eu^LnKh;-5Q*LDp^KnZ~)FUNAJe&}PBbxla*}|h&FW#Pz2FxHnlaLHwZVi4f z8kZEa<2q19i@G*?{I0x}E7u8f4*az_ex1Ytc_^7uS>Hiui6K^sgm>@e4#HUxS9?{k}7P72l4p`yTrhem`D}7=&y; zD7e9xLJhO{OCZzW#2GHWh1eD%h|(kYE}o7=51V2_+Kh;NoITVdqPj*8)-o`)#AEcx z;37Vc#P#!C@ksH$BIU<(lCmLQ$mcM^-e`25xfXb&@W*?SMxm;+Yxpc-HV=qlNFrqO zsOC47#N&}UeoYRoiy?CY1Ei-py)%A-uxZJee%VXvP~)n5Ku9E`FX^)TPTbdX>=|C+E6ApKwCAsH+stH9@Eq=9RsTZt%>n$6s-F@5Ej_%xXXoymx zyMl&DgxPfttdY7qY5axN5mOd;lVg_8apw`)XMCXm-xGTvz8)oV39M;e@YV?#Tr&UD zs30_1;0MnyG3aIs;_Dx04S_Qe%8OWDi63n@WaXVeJ6!6#s`e59w72YxIl_d=p=>I- zppq6&5H@qx{aWh!@o80=6jVby({s}#GtCMrzzD3?{^p$dSTYqKn`zS6U!5>P- z)v=hSzvK2+D^U6#0%){a{M&phS)=ZyU8ILACFMW%q0%sJ1!((A(~$a7tEx0ri#Sem zPG#Fm%e)ChXe)-K5rVKn?x0I`7-f?0s;R^B>67+}#b&O7d8ay&I zU*Ka4gNYZ>@394vxKtQla6n19RYH$${hVe|XovHXzZ~0n5pgR2^(YkY=ZrTT=FFsd zZ{f}HaJmMkc!ffykF^YL4Ku-ls*85))qWFt1Ed|(%K4dAQFQ<63_3uy$|-Kgk=deq zU)5;R5Y>AhfTO}(06e)?aF=lEl#vXW$-l}V11fR#$QYY^D4d5>+Y`siJ&r8&mE zv|hqplQa>?x*YpKtMg@JJto4m|J0FjOYIEN0UV`u9@GJ@9nL=hWE-%RA*2g5q4v0hh6S5VBMFC%B%vqtKgb6;rfr zye7hO2st#kTY;%srJ-^&-hlq<#&fqSan#TFXsjeRDQ7?C)m2hrKz9BDWM?F4F~ zbUN?SHbNDH(o~ld8WUONC&rsZIrEg|57JtN0OyJKywVZY%|89Vfuz7$Gvcrc6-r12 zUj*nwb!n`sHjYN$YX+1mtW+T73;o79=J7Z?Wn-@)9~y^v=K;wah;KPqgSh;xS|qn_ z0fVJ_e5|Te@{LXm-CdNBny$ha@J!Ytg}TZCOSBJIV33}q^ThZ1Q>TgyD9@uO)+J$Q zEmv2&;&_#-A+cI!3js58j7R?m;c?q)PBf<0HJq&oY|6Rym~j8Y`9@n_+RIVL?(Hx_ zIr3-LoK~FobFHDTY7T zz7^U$TJ{ zf$Z+YxCNxu67HBJ^+D8SDGr{U4I2~MyG{^H{&uw7G}FjR9un%q$ofvL&h{DWg+62b zMZjjx7Fa9G0C8a5QqDvJ*J|vTdyoB*}A4)0c)nc)4E9%3%Bys>& zOqkU0&mMp7{qjXo9O`jsE*ZPqpXIBrdv83SA4u%EWv-f4hB4S)J+u8vU}3%vlDr{WN6U$13Iw=dTKN zqgM)w$6mUFgQVUCLF0(jeG9KA2*BynPlOjX@`b#Z(!g0h6)`0X=tM`k8^)yp!;Z%) z$HY^d(v~1X;?ux#UHyL5QgzbADgK3Ycy35GF?@G@`!ZsR03^j*iPH9o1Frj7oWqWF z{eo5@2KavJ|5NNHeZ3p|l|+0E!QoQ!FKdZ~pHja&Uf@`Z^?(Nf$t8p@Ei~%U1$-@I z6k;MbnVduSksu`Bi{4sT2xU2s^C6q6l}9SEV>4B3MI#^*woqqCd?{DYg>kN*FuuFdBEkUhJL&aC+l)X&^FaE`?caB0iC9^3z&+pJh9 zH0~8XbDPgr8SZCp8!R|!_&G1OP5w`}C5-XnULEIw=S{vqrS=gYB2fsg?X6|ZL@%$p zu? zn^;?!XYatGI=fXz(SPtQhPS{HKwGH$;}M>er*b;l^ugSCJiri=^a^EMP)24{*?BVFJ$77DQf__7u8lO=VIsI|a~))Ult&Ks#&89MFY*hw{$0+kD1I zPQv5>l+kAq7qM^>u<}{NHP!Xz`qeEE%P^kiCOHbebt|%Y+`L6v$|j|5ZzU7W)?XMZ%W%UI|k{{=#^%%kC_@ViFj(IN=Nt}a4*Z9<3W!e--I-}US`EX3FJlvur8({NLb#0*(d-P z-`7$N7;_;kWk+;wP)L(+K1Z$0_T*Lmxm;s=u?cuWYp_pzy*bt2{O1RiwRx$5YABWMv3nj5}R@bS1*T;>x$9C7pYun=U zE(7rTIDa{E8vXGA-c_`=TekoBJo@qe*f%8L{R*rmC`DW)vdCY3JQG!Y+%(<;#gSbL z!g6=Ze;?Rx-lSeJ?sh+fX?3Q8-$hm>sk%@bx~l|${Dj_m{-1pPirNQQ`5lhY#!{By zktYdiHb37I%>pwV%a89~G@FIUv48;NRkvN9nF)m z3}L7gE%v-HZ+JfBhI(NsO|zB;u^H6Uae==Ci?9w@qIeB|ZpFwV`i=l)yST&p?8 zW>+a1@j1aHSqte=K1=semHCZYEpO`fkGG+0{`Y@Zy9`8K&s@_qv!}@dUiobJMS%K< z^Gsf+&(qCN6-b73Q268Vd0$_^=h+x*hXM1?dsvnJ`~KZ2_Dyu>uQ$V} z9O8-oI^I3+1O8Ov=QQ5(`e?C95u3BiD)aouO-u)y{n$Wg>=i&a$Yf}R4l2S1wy@#a zR)&(Ti5jj`R+cthWQ40FNnGoPnZhH zx)eUjy`K%5lq~S__~*T-^9tQ5l_wdDx3E-$N1h6jSUpUgcPDR>aj`AbfQBC^f-Jxo zo6*wB+{0|CZD8Di#J~EU3grFSpg^0$_d>^x0;VJDSbUJYEkPQHWY+Io0k%UNTN>Dw z2V&*Wd`j=o_|j`8Y$G>ihIZtOO8tnmJkE&&Rl@&r0z}sCg**{|z17TqF zJ85_X%%$Fh8?q<-!EMukvKhfut`dhHXb;rxfj(kV{bC()e5l-0<&$gyKqkA%QwOTbf4?avNs-hsK?HD&BZcTijXuMCekE+qT>aYA_YRR=Q8!aByq&&}fXz zvBKTgNQ+%HktHPC#FTYJ^oQ5%fR`|Mo;1H=pgND_Ujvy0GESyJ8H%{8V0o6al6fww zPDj&~cQL9P!K@z|eswB|MKE!;>^@*t~J=qV0`ijzE zNDE96Y_=TYWVS})Kinqm_PKVrV7ni@m(h-6#ZM@~tp46&8v!!!L zOre)LHT+<}s_e>>7%=OJfBm^Uu0sHmj$q2$Z6`TcV`Sq4NDfW^nb6Qmnhq1R&og!# zvf%8aMbCvI4}Me6hLn09{cFvNrtL*c7^~0RF#V*f@kA#^-4VDD9*ILa_)2GAQ4yR{ zW%0iIXH`q#SntM(_?44`+)-R`$!K@$Y-jxr0)3f^WMiuAMJ}V-2CbqKw;X-`5 z2;K%|0d5qgI^BeM-m(bVH?9un)Tt#2b@XVa^_fE^-j_uAT{7JT){6|EJwCep?o|H(g;>FXvp3{I?E*x*op7#c;mtm5_njPSpq^NhtmIw6}K#Fqlik(bknnt7rA)8@7R_edcl5}2% z1{>d%M&-`l@Nc=0*+7@4UO6V)1+Fr z$_Xy~I!qr*Z%>~zaU^Mo1+B=p$_drW;r(yz{Kpay$ouvz%122(B^E_X=F;Ler-)Q*rl6oaiHa`Z&cEONA- z6FdcKMqWW*L|$PlAg*_j7BM^T3Tm95uNE9LJSKsxpOd;2HrvIP*09fI1fKCwA*xND z)_;F(n|cuMYuozIB_}fY;rvzpNHb~O)uCV|c7?ZviiL`%p;hP1(TP)8;tz%Pr zE(n?!%EYaN3$OW}6*jHO_%&jGNH!4i=uiY@#1I}_Sh5j)AWH^m(jtB*!oXqorb!11g8cpUrQ z#RrnmF71!y8d^RE@}KB$v`g<}D_mk_Q|jQiA1SQgKo|IVLDxl!4O_^UhNMlda{qEq z7eTVp{>+9sOJgsG9^)T~go?-N7_C1o9v-B3J%O%zkFVhCYJos?qsBU>k-0{Vbl%IG zcj$vsiH%j#f;@6wdJeKwH|a}3K_nX9@gQ{|PuPsC2K03D-opd&;8)YSmlxyiF!>M@yZ7tPj3Qf3sy6-||EG;d zuI@r+X!d+dBqv4>kzQ*}(2{Mx>A|`Ry>i7nz^bgoK*-1DlITTsvcmZEr0JnTe-IA| zwjg`;CENNW$!8#2BonHv7#++_ce)$$k=)U6Gu9!@tA2^jQX2_BJ5FT7~`xVidBD-}cnlnp%ZxpUc9 zNP(sniA-rTjI-4dhsc)&I0R2rL#D6b+br)rkN2U#L5}N?0CMMV;JZ)10P@OXh{OF= zw6`EosHUAL)7Pn)T5F9p$!h8x%h+8;M;yQw`weR$1vS*IPkPEQ6MeIV#TsaP3{mnP z6hP+RA(FB>Fq#!jdeTmmbi#Cs*!jKDFOV?8^6vK!aqUoc^-%O1txq%RY zQwq^=s>;8$bX3r?Mc*n4A7HJDisQPm2d096?CofdhFk;hV1Yru-XmKifHE8Xe6Z`gq4}OGrJP3K- z@zB+;-1Xn}ap}ZikMy#!N4JvdOOjbYdh^_ncI)kPhi523ICG{HhttbR?L^*`W5+o# z66c10@1~--LyC4`X(~YI%=A zJ*MQql~|e1R=7}WBT%NH9U;}i{qu$$kwPi;zea>p$8PGPHV1m+Nj^a`ZQ;woGGbVf z_!%p>#@J})yoM1aHQ_AngIt4>SD66M?0pkbYI7G%YV%~va^}z6<0#X=tOO1rGCG@q zpJ$NFn62;+&SMm2rY^YDluz5((Da!4Usgb=K4mAYe0|25Wbf8uDP`D6KlYqe6%)IR zQa|D?L3?#!@psHF77=kZuwKs$C+{KizK za}7K_$_3-~jCGVgH6BLR=OyuKHkmbC>vU@kRCQiwXQ#Rq73gK}dVn{sj%?0|1nPg? zmmI(vy8Bl7=xp^odf$DrtNL2@(p33+r0)LZD1CvXt0>(WF|jgT9rM`{d@=E|Dc13Y zkWJe|ie_uS^F^e-yCyoc5k4_9}yySTlTJMbsDFLwD( z({NFxzw*?pYJG9FJ>$49+!Zwdwk!SEu7?00bBp7v zArkdh3bB~GVa{iaE|rV{=lvUX7Cx(|U?&pwcmI#%blZZpaq+gx7g^n-CK!5!E=kgw zeNV5HEh&*FW-5i|4diCj%8mQ6K=%v*^`6fzZi&wL4obWP_aip4cr zXd*q z)Fz4XA_?ILpLp5WJr5WS<4<@zMLDqwdP5V3-{ug$hVJPB*OwviV+%|PI z_Qd_bQXJrvTSr!b`MjzZ_x{pz+SO5T(q(AhWXM3iJAwsqp`N!Wo(l~1oQmsi0{@;B z2lO5PJ!=j(5w;_?pmcp5n%2)1)dLNQJSGeHp!?i$gMa?)z^_EUjl&a4ud2Lpl7sPSEdg4-liNo^4~|A>CJY_C8#vo_N=8@%hlU#Ev&vgp7^ zHg|SQ&5Dk5OWDD;vjg3s=Q`~i$3g65=7iE0hxstBy^v|jjL*d~o~!Rig4*gpjM!M7 zCk-%!Y)L#v^}bXza+Uu~M_={+-uK3xI9R0wCtpCbeD6k;sqR^13SXdK_`=Heqc&{j z$r5uNGgmdgJ!0EzK7F7cymmRDUB)XzsHketyxv=KG1(pVCP=d!LVRy509hyChLJ_LPpFM29GG5SWxL+?pulqoM z_;I>%;Ch0NG`m$k{)ie*U;(}%?pm8SSr8`ZJn23`80RO`irUq|F$4Rosrm>GIMgSV`^|zoMM>n~E{LuNTIx&46$nVHVcd>)wF!tsJjT9jut-s__?Z;bLUIkSre2VITcq~H*T?rxd_5a?*X*H%!j z)boT%oj2|*QWs08D^rp-b^r;S3*}Nw_P%*LE^`Cw3e8Ht=*go+wn_g&LL`2@n+`#k zp$<}#9$VfnRr*`-qmjkF06DeBzf?jLRYcDIF||3VyF-l!Wf4`Xl)Q#ml8(6WNz8g# z#nG&WwYJW5JlE;O>PXWul=p=ZCxY!M!=v8MQP$6p(DGV@@tXCv58deOGG;I6sv=5INwk8S|5Z}m6Z^9})n#roBlhcLh zDU-N(S#U8bSKTKz?8m@?$R%)Al(4mpW84VSM?8Pbiv!HcGL@y+kPS(1t1jWWN`EkV zvM&Y{w8EnL>4H@zXlmlz0#O|4T?i||tM`o0SYV^N16GXBQjJ!hneTBlhi1LC#ZbLk zLOut^Jn)IcbRof7jtbqk7BT$*dk~I6Kuu1};L^&}sGDf0S-bc`UHupP41rj?soWq8 z@kSg`Aj3r>wuC?(UK<1B+ydTspf-g#nyEZDwYhuRzU^d()@;pm0sL31c{_yBZcT|% zRu!FpvN`;qPpGIGgF%8`nr>(BKA10cwf~8p@I{9!4~8pzN@jSZx+fyt z{+Z^QW6s~am0zuETG~MzogJTL++?<*sD2KXX2jhI7HFiy9ZdxY zC|s>nVTtsHU$cldGNqWXI`fNyYZ_vIKSM+QXK1+n~6p8r%p8}RP8?VwUii^F9{SMbcS zIlknFZ=SYl$zSSO(($F2!4|URCh8aDm4sj^&ttG z*#8L5Zcu)2ScKIr%l6lS&(+ZwWR75BXIn!(IB*F;;klE%}5nY)Nh~2&J(Vo3rrmz6CB1BP)#xe>5ZW zv`0K=zzlQ)64_$&w&gd&1B(h)$i`Q(#>*egqTwFp{MCe{{TX)Odm?JqA0HwH)}LM< zh~(_L|0Gfs*K5KFoNtMhSma8mdD9)tGxs7|3g^bMH5p_$N5;%@1F;$5=53E#zIvF{ zgM7A@U^<_bQ!JcI{ zoWh2fRic(SO=7>KsPtNgP^8KmUasuEG}kzBI7}cGu0Gc6`cUXpnTqdyPNQirksIAa z!K;pDZkUraQiCY~doH@2P3-2doSro2Fkfj>(_(ik+g0ukN;oug72E9PUm8-x|Fp zIi(wYA&wrgF`3kuCu(^4i@zh>LLvSb;T)22rfoEWv#DV2<;Q=hFr@WY*?$k8@^IS9 z4becVL61ib22iKSmvD*2WybxTx2_t@XuVFc=?Kr~s+AYU8^~pB)hXrtIX(R3!6IS) zLpAC`tN_KL(&h$-`D|j(vlx%q-qJ>zp#bskMD9RDHlI@z=jO%G3ZWK#0{*%^S6^SY zw%c0g$O*_FyJG5>G@dKtTohq@DL>>wX&cBlWjMw-9hil@7`k07w`|Y1VtXe$v|eH4 ziqYt@nM%11V^~ZwoOY5{EQ7@k)YeUex4`U6v*r_Furx9LkF>a_vm0P=ayf{N%;2pa|Vd+oJ*GVp0mhKKnY7U_2zlg{guXl#6F6I!dA1Pm&M*q|E_s0Q6I04ZFCjks|Tu zRsh^H@H=xJ7RpG$it}-MoKCU7DpJFX3LL@_-uZjM1Bi16Cqt8jS~A9T`KdLHP&WOk zYt3t$%}y`_H*Mv-KXRsF5!&nRLw=qg`IVo5Vt|TP9@OGYc!Rk=Qgk41X^~y3g7PaW zuISmp5x;@wyYE9PIh2l(R3x%P=xwF`y=xX_feL-t2UagQVVWX%+@;F+_R%l&KJpW! zWrYVBVRk-}anhuLj7a%y8kF0!<8;nlWZ%rmqJ}SwDSBHWG165bHOE1dE3lq>5C{i` z>OeNJOscZ05lO^|cRx*j5jy97$Dx;m6wHBD)VPG*N~`<`DMD%g$$ba$7*)doiN~J4 zXdw*|x*;KHH6zmAEU#_T3Z-u_8<= zm&dOPx~`5;!*LTrIc$}rp2UQ#TR4WGFHQkc>{Ij>cuLb-qq4=n(UvdW*>ppb#btletv=%K*QtKeQg;bpS$( z7Y+=6$r;qQE>({VlZ>#yg+pi8Y{IIzZpGAlsq!PWT#hY}9V+G-R*BP#_gG&G(fR?i;r-wFXvp|l{T!wCcX%(xCFh0*?%0C)-8k7v-7RPYsG`wnGB}(fvX|$k$t%b4bPO$z!%lF* zRetN-Qw2Vj3b{rc65`@#R&G~9RdU6LpV;Hb$e$$(*)t(1OJnV}gd}Jm?uZ?{59VoW zu$H<;!osMmEY&#v>FZbT>zVH1`)%jyp?Y--aT4SEE=3Hxz9jL{R&r~i;U=w@GAeRnf5T45|^6sJFj zvQWXTs>NdZs=}7vi}9G2w)vQJ_S~Zb>2LnEu4ZqpvFRDLAj5JLvVoIYEgGHQU6Lrf zveaVQ5%vr+g~A#O_2bk5je99i1GPVV{|oj`tzNhP+VV_a1ld~Dt~`HX>wFA-U{yqf z8)vAqv5s7s$$2@23bG~}k)qd-0$MD=sdmir*P;+Qh}FeqgH?ZohWk$dr!!5f=z^%D zA-pky-`AWq+?dvhYDD6@doTl3)G(sV*`vFm3vW1j6|U zB@-(L#!|c+y&b?|J6*HI#nD(BIKoxnIEO^b(6k3@W%Dgo}ki&u9k!SP@4f-pO1z&3o8zTx^B4 zy>V7Ux$*#?=?_{$?k7$>yuwIY1oD(lB&QB7#K8g3n20qcYy;{L6@8Bbn2?s9>S)oF z73x~yl$%n2>i~=+dpm2dAw3b^c6t1f*2`O68KZp+r#k5sl)>z{);wbNRNZLgBH0iRvWd8`M?8SYF*d z8Kf1H^bn!=>v)d8mk|RQ9V6Nd`pw{rQf&e^A+Zr&}g!vJ&N>8hUNOLt~F>ER)jbxCG6wiiKUQs=?7%F5QiFt?%b z!<9U^ZYD_A*ZD{|lDgr(NmU?O&31!JDfQ*5&$~Tg_2W>5gCZIY%*SZ&Vtf~MBEs#S zmFRzX3+xRIP1zth?ZOPnc#t$Idshe1LBu?@hBq2$PQ4jQSHmqv0&3+1Vw`QW-WYke z!6139{UETwMyj+{+Tk#DKUFUf(4}Y=}r6fFAL!v>cfq!R#6BC(2$KciCn5_`OQ{1%i5V3ir$I?zU1Z```zXD9j}nOaz0 z^t%&{U{Yz(^lA{>0LUqOT^kV7GW$0h(h|8Ph)kXE4TBdhv(%$zDWro{3kY=OvNCa(h#W0(?aH9atDHd_te>{|%EdS7J;_qqfV(m-53SOe{@V>V65$xx& zyGpNBBTaa8Lkn1AA$E*KQJm!ovXc%xo*nyMd}WacX^=mShV)cHDv> zvbv@e>3FD3{iCa}I$q))ld{XP;7uIu6!{_2J;rxN&UP5gRNZ9HjSonxi9x-8sqjpP zdGK>eZB)z2y}heW3$||4KbSKmsE)~s9j($76M-Z9o$=0dWOOj z%BqV3jyDxvM%X?;8ydPRP#;rtzI^WEP3Xvjq=@s(g<-dfFJAPZeQk5EQdmKmgu14i z!IP@SJxCD5h#8wB@DNs42yf{8T=Lp)Cn0t6M>x6G)UYrUmYv13vTIWoxApP^n5g+8 zb=?GP)3#=B)U?{b#1TYh#`$<-xBeNnzk>$p#AMEM%$y_%8?Vf26kPM;GpbI5y3F>f zRf@op-S7Rk)-VWc<=?&2whs|EjR174By^CL(qf*@gt2FBWh#L|N(hrNV_55z#+$@q zQRC0r&Mtp&I@{{UA;lZ)blgHK4~+O#yTNL;A4=85Ke%jNXss&MlJ%|qW&8K2rWd3Q zOiMY;R}jDcv(Z@0XxsfHM`XHhc}XVM{holZih@;tLIED}Q-p8&(AQ@5tu1oMcl4p7 z7i?4{{aq{fbP?@!^@_&#^ze;ecTjZ{NGAMg%kHMSULybd?Y^Ngv~unIEb_kVAW|0-I2|0-H#xJxO0)vVsM zF)>f9;mroP($I#})o6>6YE=bdZhW&a>{|~8bsd}`xX9t_mHkAaP1^*(+Cw8vp?D#7 zcT4}F^O02SU5kcS;ynPcgmFcJ1@sE0QB!Y`=$Ezl^Wf-YW%^#c$BjF~wM$v_5{@pFlC-m;N@zzQaY1S}*l? z13$s3WdRsHQ5M`Wu3X=s1mcQ#>UB&doM)6B6L4_F_U$o(X%752)92?88Dl*%mTgH> z?ZLFDoFzL+BAudai0s{no;=p}t9BE*E~M7!+(Gs*ZyWL8p3k;O#+Rz7B&pgwFGxi~ zRn1W-CiyC*p^+)X;e&MkE|Kaon6#2$ab%+E@B{9@G?K!;Q2Q4lhMm8J1VtmNxaS?? z(P22O5)T$V=z!Q_suotzeuc8W41tY$Q5s*5@-@%ct(&svwtnj70nGsFatG0fu~|!6 z$as!ScQtMhhDTnz2JbqdTD33IIxFWxXqhOU6(^^~uwkavRw@!<%pGd0&@8Vbr#k)$ z(Am8^jkiH*9Jf$(Wy-?GqVTft#cMbfcQwxSE6*Yq;fRd-bsujB5hh_2&eIOPoAgkh ztgxpIJdqj@Ggli}LWA|rFFwhW8|+#8@i~lB5O02?7|~4Tg}XFohO_w((4}9XlfFPZ ze_;+i{Z^k{bPlYX`+DQLruD%~a)&`Wt&)NkKj@&^a;jEVFmh45POQzhZ7KzuoPx*> z?$Jzt)#ph#i_RJMp4-wHYiZKz_a6dDt$FMY3?Z$m+Mb!K4dY3uADhx~uI)u zRtSv`ic9Zwp%V{E&D{Z_VAp=s=iYwaiz#R0SpDbN@xz?tpqc-3gr~$Hqf1d+d@}JS zKifgApHwbsGA@jC1Cq^bFSzvIzHRk8HyG@39HwwcM6-d#6x~zIqCD@|N((C=cm5oG zD8k~}ZD53xJbaFMnTG8ioh!oV(Thl={W&hScGve@a%4{s&Q;UAiwJ`_`wtGkbS7CQ zAtn7dEYh#|E@ho2bXHT$GrR0TSdGHVS7xM0r`x$dkh)q?^!XCqT>(mQ>MDL1aJaFZ z`xH6ucu!rrx50F+TjkU(RESztD}HKp4?j`@Z-IUlC;#-sL?4K5NYr6wQ^=9`fgrc ztbl^PB)z9m4e~&axvab;@Dc6?h<0@$@iuMa29crm?|3wsTEgS;&H@aDO;`%Z< zK?lW`SgndfA}QVtZ9;K>;kX&f<6Z*cH5fnGuwY6tB)3qZqMiP7M|;(-O610&*1gW4 zo0i@A|HXb(OP+}7f=%6OMP3$8N*PM*Dg$;>D#k8QO<_wUs;T~EUCD0;`=!Q5oarGZ z|G^JZ&hn7bUtRRF-dqd$`)gN1Xh_X>i4;u=pOycG%Kwl3cv9B`X>W+C`4#yjUt!h< zp+E!@RHLL;*o6tkcksHbXV*;46+b?Ow>%8h?)ZCJI|_!Hnj9`VIj!DU8}T^v7jht+ z;~ndtHYDbOHLO`bS8Bo#p4v&#;s4@gY{eYZ1+9m?c%_b0x=(HRu5M|7Q&vjX>Q(dy z9w3Pf+0g5RK;oMO58&fx=^=t<=$lEDj5?S zpPao^Rs#BCH1oBUXtW4{JMk-^TOzw4WqC$Ds&`F-Fa9`=IQH&weqs&9dpxQGN;q+@ zlI)~=66e}>G*RuV)vU?HF>7RIHC_@dq-wbTqzaJCW;?-$3IahZk56+M)s@h~uaoG< zN0wN@_mFNO)t&IQQoqRj@DkV)8bZqe;yg)E`1=EfM7{;`kAetj+q3W4PT#Y4150VXA^!GwT80%>1oxsV7T*iZ)nMs!J)u;HT z>Hw7|#aCWTs;o>ftaZD(xDGoNiMKS2@8KMKjI2+OMPS_`0rqj6!y`vMk4xylBQ0`1 zuT@CSis)C?h9o=OO>$hVD`!MUL}WF;BlpK+n}!c(B%=9ZZNM1&7Sp6I=XtqK zbM;2XFCRg5EB>C|j>mS1nZVXItuK&lDQbJt)$-WO@1&Jvxr|1Wdx$4#847(r4V?B|v3{1|E^JX^EHP96g6@Nt4!?H+g8g06g_ zrfLtpAO-!B?EenvFUcknhaapwwfS3>qC`{*nan)C*nbI%Uqb^u==HU`yjHVzf5*1W zVul@2EdgO)%nv3zcOGO=k^{1#DGK8>;bv(PUH+zgt3yP@?N!h8vFncZbrKUIyPG|a zqumW{U0n>QdLn0wTO?SKCvH72Mes01swa5Fg%;;U+fahwBuENeH&<=E)BpS z-g8H&J|4P~oo<>`d?JJ*x1ssN5Tk72TsyuSfRM^)aP2)fi>TLW;_F-6>Qw4ndjG+N zSje+KHN_T{aj1*+b-=g9Co7Mw3od&dd!D}Ynn(-4F39!zzrtlZ+lwf@AnH`{q8(ge zmIP-lQWUkinjqVm&wz3CUz6Nzzce>)*q?-n(WVaJP%NYudn(%v*{krq_fK7j<1UU| z>E1s&3U(qK2La9w{?9w5xY${FyfAbEoW|eEGDu8M4_n8+jFDsqMd#B61Tee!Ku|vr z3{^i8%iR~6F{MWYEjA$-3tlhhK_uDhrZ9NqB&^;ry%)gXF}g=nwREA8$?aaiG|hgo$%3Hz2mN;us{8wFQ@{dDYJM9B(#W;| zwz$LZf4G0XcFo<*?D3W-_0fm^0VElmYX3iCcx#b^iTe9@Z#o4fyzs_SPxg1-T8<5@H$F(nlOc>qRJ zU}0eUm5nl7&sc2vN;TL!F=zcX0!X?ZVj4uyBdEm8p(LX1#=y+xQCPzU6FnW?7i5vd zJ>LK~cH}IZQA#V}l!$#NjAPtsPQD{lIf$T*BqaU^XFtETp4}?_jlE}B(Gti#nE{{C z>IR}u>~R#slUW{;Gc%?IJ{@!>ahJ85tWBQS$}kOHuVWIEg@bw?g$nGDCICO7Ja|`q zp$P`Nod$Cr@Eyb9Y&=N$Bc}D`G;^lDYPp%leU~3yC3A1=4O-61wi& zaDJ;?d0tH1-PG_zH%qH#9Hljn&?^3B_W76tJbJ@@-V84cd73%P7X~xCC|5p3ys-N1 zYWd~Q#QU?W{%xHI`USIPZn8jGO@>PhmgCcGz)U9bS`rJqJOMj5D^+lbqH^eoUH)_c zH|u{G0T=0POi^&#cV3p1o`H-X)QEvbf;ib;x&?yXfGGS!1|=}edV~g3E2B_0P;>w? zShr7o{NCH<+=)pkx?)CU(Z1*>a@bfo+zn6nYXu>ZK;LkHBzo)&H z;haypVTaGx<1KW4A|UztX|J28Tkzxjx}`x4_1dtx;aTY8vl zYjP>*3Hsk-H^^Y&blpeY;q%Vg-n396Vc&3z0kLb*&zMs~Xl}u-_m3xdvd^pO;g(PT zw>!H#=9(9HVo%@K={@G~J7%xUE<6p_7^+k2K#i?`U3mkW0 zkMYWiQmEZR6;9A_N{h!isAYbn<}Pb;EdHPuqHd459mL*$n`5W`cDr^y5xp13rDkg+ zaM$|S<$nNy9>5!a@0qO8pNqc^colEXo*VsJOGT;UcKumgPjlFsOZ%53!%yCv8+mI> zsi`xlyVUFVI}rZpYf#5Ta| zmv5U-E;$!ytS;xe%Qknl%5gfT92z0L?r@1SIoWp}NdWbW$I)%w+>l*ObBF?^WR?vq zr0)Ti_kLnpt_>^%mOV{P$2ZN`-wcTC8`MEEykujHs=59>EAYs{?3o*rmv;tBL_O}{ zYWZ|YtoQ3Zf;{=DCO=$B9uJU2g{ytk1y`uj@RsLvZL3?YS^8QmwMuG)siRXoO!aYw z;_q-}vIB%qW}m>+mUlPuL;qr$qi}+D{m7;0yol#|*_$aS0NGy$%Jgmdxa+ z044~qv_6-!#!>Js$SG(4=xT-r*TUXCublflUvq^#l>Jt1PG!Mu$IX~7r9O#{x4KctG{{<&o&2NaPh-=O3rvw?MdKY4{~n89)r`l%|Z2*8lS zsPQ2(Frb!_a&I|G_Kp| zx+sG$SuU@Amryp8efSfBxMXkw^Q~Rq=9Gjr4fZj+h%Y~(3a`tAMhrFdQ#gl~33$;W z!%yGwoWa=>k8PJI7DpftRkhv`fRBj4fxfTurO4X+-SB%QHVh914OP)D7Rxps(KJ!;KWQf4Rkf#*uZe*j z(~um$qCd`5Xch*0heqFw#^XtEXRPOa=CBN1gq0ZhGNj4Oo=3+QoT?NQZg-h^3 zlS~mL_(YP-kWG}|c2dwHKy~GE!`n*sVQd&K3md!qLTrjlUIqdyI9d%;ysUYESTx1$ z6vjHD8o8u=p0SXt1Xo62%Iz!*>lTLQ#6*FNTrQ>wgOUQ(j|qI6lx)~=C)8Lr&XYOy zGNqaK0q?LaH3tOcI*t{-Jf(ZvnA~#Q8!pbDGJ6!>1=*m?jDtZl0H657GAbRJvpf$e z4riGaAt!{DZO)A3wz2p(Gq{`s442cIx{5VJc@CauOloA^s2GLKp*X63lP3{G)N&mj z&{^8r@Q)n$;S`MZP+4l_piT6?R{v@Nb zW}!tsDSmY)%C8J%9!A{`CQHK$lDVY(?5XEe+un1gWAX4NmLdX24AjhpIAM4SoFJPQ zNuXzx?(hJ!1Ez0>3-D;lPs^_*$F+{-B2>YZMCIE3I1QE2CI>2@j+1YHH*CF_(C$46 z9P47rm=PUaO23!qD%;4HY_9f~@-_F8mafV&l5GrV_-GZ|V}-2da7J>@(VUFUTwJwZ z&<8E(ciLwyW3XnBTWZrgctAH{=M<(ZTqg_D<&}_i188v*4exM7d8D^6Cs1&C5B%?q zNsIdYHt!HZfhnipAN*=h3}tC9K(yWllwE$WbS>*MkG}$&e#|OQ0MhOk6$Zbkfb>NL zUer0-y6{g7lZp8xy9ui)9s}LqjoajG7Pv4BUsU)yHwxxb^7wO~b%rDyQYLOHka>hb zln|h3n>C(Bv-HUpBC&Spc2dB8-{xhl)q1;0(`tI^4xR6b(W z;sM1BF=#M9J4)xiAfy(x|tKbiTA>9317Og*8+mOG+bAt#plz{}t z%e$5AgIGy+8qJ6*yifZ)sW|ha;7sc`^IX*dnz`!x)bMmZ$%tnEifzG%9+AW1ZM9_X zzuY0tU84lzvoC{E^a&3yi|~x7YYGqYx!QwcO2zWRgJsGXuIRb^Z`ChDKPuw)71o1H z6eL53gjZJuU1|glz#P1!4b@tUs(`MnCDpDiYYs5cg#?+m&>79lS@kUxYkK*XsxH!` zh%^U%pS`0@V}*B4cQ^dXUr^NDyZb*Q|Nb3a!g;7#5SC z97;M2z7)e0lYAk3xI8+F}h*OaEH9UbR$}=Kdp!pA}{ceGv_m1!3s^W>tgj zT%hxk#&>i$aPE3aQj-Cj#A~@z?QX#mw<^24ta1i-VnUza@~Sk};l9A`EzcO$k72`H zBRp=Z@M2uiJJm^XiUBIOT$OTs`hN=7CatnrLkvI;viB^%7uGYc1#c&}HDwC;rdvz| zz1zV9q(V|yCK+1lZc{1qB~~nM!+x=#`tP_6Qwz~+!5Y(Tn9k^ zqSC9rR8%m-4+_XUY9C3DW&gEIAC()3ag!j|V^LaR#t??}ND1s>RUZkg%w?`-zr{j3 z0b#CPoQ_PW1*3EHWSt95noN{0_#g8Tm$DG}nkFS3VvaSTX)@lM8#-2Bt$gRUtgDP1x6#V(=_3;5wKzYIYus~_+CH=o%tusZ1f>J?*`IZtGW&zjg^b z0z%qJH(-Bta!hgA35Tv0uBlWw5_6*PfUKAf;ou2IyI~3kifxg=QA|O!yukQK|7x$U z$Z|?%{rE-tD9WE0PBXGS)Ry#yyh%^6&y;I%R6gm-Yc8MHPi`F=R$<=WCqJ$nI|1It z_m@JymWG!^Y!(sOGRZdppubkxBkta)(Q2SN>r8`GW^hh&|4g@fyQ`=fZsLrk5lZgd zq-F9ea)@5^dD_!cK6Qw^&w=*!mi!ovdoFhTjK28(^e>5Z{u$WGzXBaZId7i5T5J0gwNNb54crQUAk+guU(=nA+V~DeW zEP*^>)#x_JC6As%L+Sh!Ij0ndla zK;ore-M*e3F`aY^!lpKBprO8JyIz6-;VVn=4iZiiD9UF7Ef@^Nc=cH6?+p`vBnC1- zCH?3}1UACZm!U}lNZPh0Qv!c-khUqLP?k|2kr)h_SS2_{_0N;rGbCS_uKrxfC@vTL z-0Qj}oY0*eq6A!akI=d<_@BdMeb)jgx4_DbzsSdX|JDBq+Kc zlLn>a43yleJh#0m`{Q;8G9R_v@IMVd2fZ16P<91f?gCpoK!462F#MVQiT;WGLI0ui zkwOFJF`B%taq-UY%>B(-DBSqb=Y4zQ!lQlK)ngM{|I)wnwdrDRqvT?ApobU|OR6O0 z88j`Xq=TdPhwZ~GMwjMM5$-PQoa{IXR6}Zt2~J>VBXVF-E;;&Kd~_R29-5QXcSv<( z+QU2;HK0_2mhK1AH@R?VWd4aX(04-IPDvR+@|3!|F72n%%=gQ@3x_?fE{#1g)m${2 zA0f&Z1rVGw{Rl)2?mS(LJ+)dTURNZGL?I$MV#v5^{K)8MCm-h7}F zHgtG)VYkS5|AsI44S(SGr2Ns{47DxmMEqwPR6yk;Bt}hN;F9zo)4vvbqSDG#p^B{+ zscyiH&n2&9`cF^f9MMpW29;-k@A>

~DB#|2Ovg=jvwU&TD--#v*qVjV8IeVk6dFJ~<} zyblPQIpw6AGO;yoeUKa`l<(TVPlT`{n+yZ=?9PV16n}Dbt2pS>;OSp{m)66&s5g}v z6VbDERO+5c*JP*fx~_kjl+GF!DGA~=EgCoTyMhj&pxQO?9bdfIO`?ZHJ<*27Ri+#SbOQN87(pMBmc~o5SXU>EtE6^T5f90YQt&$dp!-1 zvsM2dta~t{&4J3YV#I?G5HUyNiq)Wwt-xR&HZ}b9v!bX&VTeQGaoRA*tc1jLm{73@aB+Hm zE2A~BmmD3?fs3l05-f4xi9+}*ZEpcJdIe7M(3XA61GTwor>u$RYO5o>&5Tra2f-~hOEBc-Z8U5m>KC>%+LL;J=fbr@1@;}G?8iY^ofzNvI>*Uw&F-o z`J|RAtn90!ro=TYo6^7cVO9YGjLxJ`yar)6%Da6M&n{e(H#6-q0m|c^B>x4lKR-m= zcR-vA<_;MPm6tCHN%-e`4Ywu_T>dH%l))Aj(7(&xFmK|w6%2hg<>saNJay2aPf!MD zr|NdiE5A!@xckHO?-Q;bM$aT?Vg6y&RVFX zkV1xB16$RK(_tpUS}?qVAoCgr73(~%cLQyA!FLziM;w+YtSyU@G+b>!%;zIDf{X5( zd8e99OPZTZgMxj7l$MGn2UI!BDj~%x%Fbk7G+`#cP>JheYu(Ream=$b4J|Z9+xGh> zrE`>$&zYmmNt()0S?cN71Hu@JvnNkJvH)1UhrzbR;FY=5gDHAt)DpgKI(}9fE92y= zcZ29}0BU-lNkLS>^@75S2(FhOm(S$i^o|M)H;tvuU1hZN`s=r08_abq94Na0V#3$E0hQ_Mm23hm z6e3JqPHw}a^aMRn2N>hX^QM%R?&qhrJ?yX<^^G0Qxiis{l&u)z23+(N%e8f7*|Bz1uzhz*uxCR>>Bh%~OKIOAZ6-14>29!+ zX+}caje2u=uM6yevRoRJEenMgN`&p7rJGdot7}6mJXyLHm*3Xx`n99AcMjtFtV%M} zF&LP?>ES9e!B!l5lf6+(%dX!KJacEScjo0=YZW9Ya;@pdA!cEW2!Rh&;5{|l#eDQxAB0RGX>O3`nmh!g&kz8U@_oi2i*d;r@7zrkP z)5;aBn$gPpMYw}hh?^aCw<9s?dN()Cv#X5-8Vlv}AJ(%>%Wq+*&|3+$`K~`MWV+2) zGBdA=;8P~`in4QZ{-Rj$r8<||wK3B2%+?Dq#9L=+f8L0!Ha@dUgelB~;RY7bHpz61 z_$$=(A%FJ)N>oAO*AsN+(cy~%gv8H{g6lm<~7An(pbLb~a`p{!`CAlrS?yj+J zBMMsz*{9H_8#eBA5TH~aq)uRDf@URIFWIct*h(&rO-kBFO#0iK_m`N^pb}FpLS@+C z2V*sfRHRd2kI1#oqQy}5hot!5vu5J!5B_FG1W2p^B+lBNI+hxVai4k8=NabH?fM1b z2X1|&JIOm!wKgP{p@C*|4L_uA^+s2CD3|1zTfNeEK9Ic^v;I+Fi^Nf8o5a=|!GO9Z zv~7Crwyr&`r9Z?fs|zL0c5%&W@NoFc>brXh2d$^RNq7z)B8+A7`O8es?~AV?+ofl@ zbxth-7@RWB-(TLh!#zWy3u1eaf6jnV1kgo|&XYbyHDHkW)jQcf6Z5%28%&vA2&u<} zmo4U0ayc(}r#nmADr;CqOy}%=*JuoDej{@|I-HqISaiK!`p1?5&I^X>?ISp5r+b+; zKf;T+ltBkQ%*5Ob%^c%FKf-N9Av6?sm_2#}1kddsR}2xViD}C7@5xHsYQ1K1rL&Oh z37yg&)jdk^k*6=pt{kII*XhY22??7ijqOKR7R=7f$(T|wJP@~N|JHRZO0v~VBEyh% zQvrco6P*t9B4g^@u+2Q=eQDI0&Ob>Sl6cIBj!szQxMqA{V3&FX$Fyj$2_UEySSmwSdbkK29*m z^kl&!(cX4p9HW`_PUcn03%W#Jl4zv?PVk^Y-wGlcaoKQGtGfJN_pl07jT$ zjO4Tpax@u>@_nJ2IJlmfoLsp`Wh%Gv&NiBvA=6qWO65788XFsuBMKu0;xgADhyU>;J$Njxb$-|Gpf5NM zToDO#h^;DVQv2GZIbA=wLuumzn7a<1!?DK2WP&Fy4L6A0-jb`)M_unb61g99!FK6_ z9F(|*caQUjZIhgxLssIW`(t-@BOLJ87bn!I7 zi3blRAdyKI`BS)c59i@EmyL$A~Y{1NxtwN zfyZ%KfDE_xUm4-(%cw!l*EJf~PI^+-hbT3;hw)RgLUCv3@nXeE%54+r#a7ND?r*6} zc=hi_Pp5>b*liPJn8Un@pp?0INo*nf#qtA%d9q)Iyp%KItfl4=^u-u}9v7TyAX;%2 zRBsIkWhujUTv9I7JWI0YI93~48>2H+n=5>vK?JVcU}KPv8VlxC1viQ6;<1)t7u9aj zW;6EZ#Z8w_CsM8|hOxg~rUZdp9Y%wAe_9Zv{*Ox@%}@dc&WW)M+|?T3(A)J<7ME!% z{@(YuFX5S5ofvWyMJ1p%>AbrO@> zO9zITN=*PJ1F-+cd@X3%sH{m~yk8hN2~o{~T5YW=P_YYuIicf$c{NV55E@ksRn>iK zUJnJfTr|)?8MxWPm>r+fKaq43VIpE0S=FyI_3#AEoe^OgXD`g(2pjLqpkurg2!!SY4@|gz#vcp zncKM0hlk|b6rwK}6S9R~lne6b42`k7ye1Avg)ua^ep@hN>lrJf=s-`|3>glP8$1p+ zf|HHn*h|laCKJ3fmBt)$f}Ykm&;yWSZsT$>P!eUsoPf;q21x3AO_c4Pgt$y+yXAXm z%thq~jq+TIl|7rCaP=e1{mj$~;B^mC|n~5Eg6GrOVHT#LD4F$zgMR1=?JOcKsEN3W0Y;tfX_k`hi~?kzK`~D>s|BeMOhGthdiLZpwP0)fWUXt2 zS@O$;`&WPpnRzRqX)9Z;GziYtd4H5IbBdO_`5 z6=%YqRkpTaDocwR`Cn&e+;=T>Z`c(&<969q=n{OqDD_Oj;b;8hVzw{AbjRgB_ z!$m2}wAVgV-%Fe$uJJ>J{dE^lvC=4zPM)NnX1>WZ5>NVZ8s}2G5h+btmcQA*fa4?gZ^1Lx&^YXDHYB6gW=QOI{5$E7Tbg>( zLe1DJAsG^MIK`bY+kct3PQglxI{ zS^v?QwI+W)`6SOSD{15YqZm5e3{})!^5X!A^6KiNdi>r_F_G8*J zueb^Zi3-}dLbMe#XB&9xWS8E`sw6Vy&qzL6JtQ-ms%-<=v;d1DjA#7EeGMYZaN$qiCIA%~ePgIA#cAN3kzDmff@;)|cr}+>;On6{p zSS0!|QpVLJxx=<3;of;%gLAf#1l_odtio--U45)syl8!+vXWVBE>JGKD8e?GIioh< zGVu{u<*-jrF%@N4Fs<IO2Wy4~iOVFYV2u6| z-Zh5(+}b-joVz>EYB~87yu>k?$PtPWS;c`noiUpKep{M)s6xz`>yLvz%a1V&!k9nE zA@#j67znirPMKxXRw&?*ptsCapQTIBmDZNGv1F_&xM!I%ez&7dFJ_vYVX(`MZv4eH zM_`xNZ$)p{@Ta3;+{MMqo@sjWpsh`Sd&$#CV*hT;_p|_VUJ>3Z0PC+YUhr>L{cikx zN)9>lMhtTui5l9V6&FRJ)H#}oO>S-DMzF(UKET8<=6#l^B$?$KbWzS%iw#|R0589e z_a*PSv^L`0qr5i|`GBVl?{fd=?o766N$Hh=C?@gaIOG9CzF%OC;@wNQU6!4t=IfP( zozgxjTs?34M*MOu4-%^oPYN=RK8@US1SooR8%QSx4tf1Q|LC8TwLYk?LUFjsIQUOw zD*>R5MTN1Ng@bwh0ZKxJvDtYW-){rz+6!abi#KF%fBtehNnCAuwFG5(j=G~|ZhEyM zWpT;5(;{wywnSxNCh_|KJ0IkLVc5IRa%l>)gspY{@lqcAz!D8o(Oy_{GN&&y9&m3_ zwBdsSkANAP)}7{@W=J6je}vG^B+* zb$t-4AYAehoTg@ojSU8BEt#P$<$aB}=K9uTSsp?E#)!QJVe4lcDsI>OrtW|mmvH`RS ztUd08692aH{XDh}e?2H`Lk+W2Y-G&oD-<}w z#YjC0%@7q}I!5fjI|o*Op$|qUxrig;t?Z1T+7?TdjwM7({AT>pu$+eJ^6>2)o**`V Y^S@lkQ-3jmA;NNT@xW11iYrR|9}qPNY5)KL delta 32110 zcmb5Ub8u%t*DV}tV%wP5b}|#&wrwXT6VJr9ZBK05zhq)N6IN|cKm#J$Q923-zG~S`^f#gc-|uEe$O4o*s2jV^k2R zzJL2@X#qYk4#Qt=*9!KvIwZx458jvs6$6jq? zSZWHI>1jwcF9!N|_fyX=$}J`LTCM&qb*^A3mpt3Wb&vfdVmp_b=Yl`x?zdVJJz?iP z-#&HP4^`V)MW(>+AHjO`V7x>JVN1dl?LYl*S@~w(@ntalfF3u8+|}*Zyq!}&O<>j& zZ_@K>#If1txrtEeL{FGz=tsj4OP( zA^f0C&wD=)R9voBFTaLZFo%|?>$1C_EIXPW9AN1!^9wzs0o*qaTD4uC%Wd11!hSkp z-BaPI76rQ@1M~s!%C^Q#%lx=K8}!}X1>+ltAJbZIH^@P6pH&E~J)Mw&-KI;d>*&qV zEid*L?|TkVoi@)rPg+B7E6Y6wnI!inJ+IEA4ZofN@L2LL!}c?!>1g-636#YniMGma z$JLxb{UcJu8ZnW%54tS(F09FVLQ%+yV2oU{9sYA;Fb)xL}`m zSjSD#XSLu>8?7JsB5Pl2dZ1=K_FnoYEW_-Wdp`_vvBsa%+CQa2k^i)1^}Qgb+{tIM zy)Q2UceB_~s88(`;6-;-ZY`Q|AJ_Dh1_ydxu>S77!X|rq4HRr5pIFz6mt4z8^xL`wTN%!?}4IQvwn5GN>>GH{HKM>9I@F69M|10ij96^g%sRi1?bJamuoCk`nknZg^E$8WsL4{y)a zqU3194=gR;x=a>mT+f;p2J|p+29?`2NbONlliDJztmR0R?nR}8pzb*2^osL^(p16i zzYVB0N=>7jf&FBuED8Bq#Hnht0+%ZxUH1E>4#rzsM_Ji%@|!qJwxza0x-O&67s_!h zAa}Uj71WnjUK+K2w%{_36}kFDhYl{ZxsEb0Ubb&9IM#o-0?ZjF3lRmYV_V>a zVp|5eY5&NQG-%~X7VOB9W;dn@Sirel}NT5{8(2vN}z$)XgfTieD zR63A%(o8T|6?2?unZxnIFtRU) zNH$_x{2QWsv01l5Ds7x{3~84JxY)*ZwbUt_ERDBe)jJn}@}Zzee`nPpg%Q?~(xFk= z_IN6Bh7cjRfRUQem&=&Kst;-;a-94z#;=Ih8Y z;`p9HT5+iYpQ~H)5kw`smSYCe6m&DYSC&}Y>@mU$eeM@q!@xDK1%)=V3&hhs#Ei(Q z?p{3M)P|R!gRYY@J)3d)Ldc_ey^IIwHt)xyc}c@r?f_~vm(V#J;A&4KxiSnLZw^u^ zbQR|gY5V7rp7bk(4p>gvbh4)9Hg23PXgbhL)vAF?Q~5FVd;SwSFMNkzwK6U#6RgzgBmtrKV#@!)G05!D^tuwZDB9j>*m3 z5=1-Ix~l1PG~KY107Z^X2g+8LxkG1^#YV+=5vj)(ODDLELP;+%hHqyr3hjFQ{ZdiD@R%{HU@RDRE)-K_Q z`%Ys{z1U?=JpbLW@aIC$8q1Hy<%(Pnmd$mY<=kp=9z86!>}-IqB3Q92u@%poig=W= zX15eBS|wbQFwBfxWAV4R00Ml0*9qPECHZ$C`{EMlIieK)%-a8dH~{vsPZC49FMxEi zXns+4!El~CO?Oq)k7c)xWRV4Q(Gz(gnWh|XBIY)>!d#$w7t>3+8V=eIq$Q_bkQ!2@ zG)q%G5=G%7Jq`!09|j-|#4h5xjF>>6b?FEv-KEdJho8D>bEO(TQ}OfSgUsXfX}Pvo z;}oaosxY1@M1G_fR|B$s1U*GVVJ*)LjK3ZZQwj66<`2HAzIqsFp&^pKITYA^y%Hrq zt7XQM->PX$N~QdBx&MbR;Iy}W^j4eiJoWh*exnNE*Gbvr76WkQt#M>Ist*lhZERivngvl=mSGTaLpKP^wP0_Ysb`<2-psf#6MOc#^htoig*;{~%s{ z@ur=fTkr51easH>FI8|ZzkL#CN`;v|GCbAS7=v(l93}yZru$PhqK$h?4o ze^P1d=Fg*_y2D^R+KYgf{hR&VxVgVKIi;>A+!3`aoD$L{lNylPP5L0cdQ7*uCVL=% zeNSb{cwfAJsbn|LykPAcjCdLzwwZZm+1*g>px)0C{RTAj?2T|QcP$Q7QE97@==^aQvy>o)J-a)jjrTu=83cGKNa&a`*$F(E%f!TC= zUiWw3_AQZOy61vTU(HrSx8b3yI}6}jI$6ppE>9$TS!4L9V8Ak=4o$?GWQA1o{H1fTW(l(;CkqnZ`rkTC`by%4E4->u7{})W!+xC zVRf?s|3@}|SvnmP%)W4#q3lz)iGDf%YAwp&o0BXiwPX6YlU#Y~hVsW|j@ms&OpF(E zKk#-RJ>n_l?G`+W3%qK@IYbqBqn5kIi@m&~L$jT%#sC3H^eDe3>-NojV242f05O+}@PO(Lb=$}9rYJZ~mX}|x#202f zCkxHB)GMlq@W8~u8N^FI=iIxlpK+Vus2CWRuh>gcI@BI&`zX`Pm$b;Jck6#0WWc;E z*;X`j0)cAoeQ1RhaW1v;JzKW{8rYpS<6Q4cQcMV zBl!&p2?H9FS%-9& zc+4Lj7uNz3E`}ak81Mn~)Tt##(%bf5EVf&=+oSD)O8lyU%G3DcCkQRzOh=SRYS-@%TuP?f1Yu@~7(Q{qS2$z9Q>vwgP}4!#&yp)be{}5uILTO3%g3dKWZ|<9^BYgu11aW?x01U5foak-S8p}BrM_ndu6s84RVJvqI+SEEJ zNvkYVZgIlE&4%ZnVC#>K)|R z`bh{+S>9astNGNTOB(bIX1m_MM_IAK#+oZEK&sfvn~vwP7Llh{?A2S@biAJju0oFU=RVw#Qc{NjoWkLJJ3bgmFaQx z-GX703wFVE%QJNjDJ%+ULs5d8zlYgxgZ#D`+w@*OG$`ZouV=mBIfhrHz9!U>tCR5I z%*Aj*!djiA<7jbq%!-s%w&>|#4A|f)hyNZ8Zl9Fac^J^zS@dPhCX`1gomUqA^cBNW z$PkwNqg)GE{Sujz<1MtxS5xn4x6=D+Ze+L2-o9xt(803Q-T_sKb4T*m;F$NQ2V4;5PQD!-3y9Y-@ z3y3uM(7MHVh2F}DTNRgf(oBNHQI8^{O;pH9ld}4z)ke46a#O${2+v3HtD5xcfjddB zwHUl|J`bTL(r)oD$^64_`P*4p3UwefKebWtC3h$~4!q_oL)Rd>?2J9>C2v_~-kVmy zWjwUa>#w>(+AV?wj$~y?CUPiEEPe61(?0pLWnJ84j!BO!h8V(BK)=mWo9^YGM|LcX zr5aie1(awS=(FPM2*LZvkaQRoW05OC<50?83XjL%VS~+1aFyyF{3t=emTkBHg(9wU zNp!0DGH|}!x%Z#(vv`*L@pHlk1e%~w4gxqDqzAa&J^)65QLlLJxc;tR{~$5D4$E zsznfV(W)lA&8m70E*J9sZM@E+_P8?z@ZYM)0Ep_RsTxgy>%fzB@eTObB`ul zp%~nc@2LT?+-1$=PmeBkTEjjgRG{E!Bh|mSlGr*>c}e=@nbc^B%>?QwpRGTZh!C;)k5{c*CX&-HI2>slv>(X}TzrP_{W2zuz-AVPwSk%1DT+BI5nN0S8 zaHrVB1b6El1zjDkjoU>JboWuRVSvc4&Vb}|OH!pi`cgjwNUP*C-SZzkjp=y8C2i(; zp;yG&8WtX!R3aGD3DZ`u!O>ysH{L3qgvHeRkMzW%yB(|5wzH~lfRpBDr$KRoPbOAl zC(9YO9CwSMP$wm6Q^JJNnagKpms;3oOz_|@OzxXG{;BdloQ+Y?8?yGa3B~Ic1Z~=Z_IRmA+ z9TNY!07wTm=0pG&pC{OtN}Jx~l{S0L*?PyF54LK(7CGF_mxugrR!*)sW<%Q`AFcBS z>u?s%jX!}KgPOFcZZ@_^w=HoFHxnWjKhXh?5cQTu{kqW|3wvK<)-~PT_aQL@j|7`` zl|ysWmP1Ut4fLTVXJ7Qr$A5BykvN0r0YM;~D2cBQfrycqgU<%>5T7`YUknifndnWx zMyt4S9lf|mVOD%Y=*|)KJ&wLV9_<$UK|)OMAV2(Em2k|!l;ca-vS~-+B7qP4_NZvN zl#Lpl;g4cssd?W>3Y9s$F&?4GJUt1cMiVPYe>`PW?jE<$4CYUca8q z`6hM{g%T=gere`vMwsWVK}Bc=ymNsJ(-Box>{+>gbl z!0x&UQPZJoh@HBR=;Y0JgIRQiY)c#^c7%|uP2?p}=8i3+%<~g0961kTKGD}SIamd+ znP1mI0{1NahU?*ZnqS|w0bfN|-4^+YFvmK!zJ7=pL3?H#k=RF44)H#jXh+HdL35Ru zLmCfpe3-~eW{OHXF0#pzMhCxaB%E!0%7~I!MCJ%B$l&AlkcdlefD5}JYehme#TDTb zRab9-U>lNN?lWAdj|JgYtNYxu*e6Ul(Sjldo%_31zzTNjkOY=AQZB!GQEF=<45cfCXKJG_r5iX9 zX#l%0EX@(tr-BZNojO=t;GC!x=!OR_!$YlR-oC|vIGBM)LB%wYkn@q``=xQ2E#-BW zK{GZDf0YU0j8&}|Cgsdqy__~~H zs}VNGcv`h!+a$fjz@C6}%mo3;#N%xXG_s~g;a4@6?ZXULBkStTE2LGTG=6?LzK~iV zlG{()gRKgdBnib&y+C|xOR844%IA8W`U?FiHiNF;*{{5>82dt{cEM7e4%!8XD6WM0 z+{hiTCZBY)@Iat}gy39H_@6)-cP+U;HHgIS-^v^Tz~2%A9BA)KS|{m3kt3WS@|d7vhF9F)u_}YypvXyI^64tW3tbu z4O>I^&6*C7g~VcHz%=W(35Elk9gXW~c4{jfh=LlGBk9dEsMa>PF7n2)*QV*>(2cpQ z7I-iCA+eHC!G}D~2H8+tBNKaZI|w9*p*qN`dcMeX)qh~SMZ1DsEhEOlt?I_IY!Pz^ z3t3=%>4+_pkLMn_=Oe#;UmZJKfe)Ld}lMCAv>I^e%>JJEjO zs3GY>rYMXrnHR_17?!BR?v}7+LQK%x3eBVp5i{PlYd>v4!O~q{Oe_xj9oggaglUd! z+(fJjjjr&duKky&Hom8RbLme%X%&uR%onLHVtmn>%^_NWpeb}j@t-yV6zLN9s%;N4 zWtew4v)dSc_k=!|HoT9(q{NVqCN7vpHO{oeE6;S8Jd$_~?K!JM39lK;7ktY}P>%i~ z)?U81VwNq<&#C_e+17pxDNR!QI9H_A(IyK=FxY$K*=#aovaCL2_aJNTkt~#P*lxPH z{7c88M^o1vej1qIE~A~i)FMmcP-0-Q$deYv$i1t~BP-elbrA@2c{^W~9G$CabulYn zBup`RS=qpvekm}PZoMH;|HU{GtK=i^8P7Ab^l#z;k%K-jm~kOS9cP5}Ijj|I<;k@( zR@oR!UP(X3!9Wrfg(Gle&pO}EDAw%)y7Xq&(Th-rt?)4pZ0~Dk-UD}no5p!w#Sv4i zUOki7X6*E;JOS^gNxsX=l1lf0iD1?KINMX7s7zyIoXLRUH1iW%T&`T)FH@eog#5I2 z-Kir#2C#@(+NUwx0$q{#dYe2*pkSd<7PD!Qsj|jkyzvc&1vy+Doa_WPE9QzX9T7Rn z&~u%=zUVpDkdM+YIT|`ae&=60+qX&vG2t?`f_FKM$M94sjx{mQR&^x_-tV@PHjawJ?LEXRaj_`^I;@b?9wHOn{K zd-MIPxbZ{a!3W^Tiw*E&&xTliCzR%Es+7r_H&K z^#3+wssgsH=Z8%*`W~)}PN^G&p#$dJBOFJ6aU1hCSQ_n!G{dqr&q4UNIXuhL^p2DN zU4B@p{0vCmD!-u!^=Dty70k6|tKA1g)1uLZUx^$<#>Spn6o&!WOV11)d8Ld!_cWWI{LPoAsWFH zT1xc_sEFCvfvRv}qzmlu`;f0EO0|}x;-mEzglBQphVG|})hSNO$vFm8$uhGh-{Lj* z^XKPv9$Gw4I9*Ut@Rjhmt==2%)*D9pX!vxYuesIbm3eJ{?xZ7q@lEX;vAGv%e82-J z<&lE_Yw-01l`+s8(dr|ho#Bc-tiu1X`Pborn{EME!kS}n<+AOmOX@9lkL3 zYBdddx74sA@*Q$#i7FM)08k?EVr|!rP=E6dWNX>&Yd5Y6n__z_V0tpAPsO5D^KBc@5GRz{L zW%yY;Z^qg!3s300fZvLq~N+`w?iFB%$ z*+?{&g+quF+hTKf{7T>|?~^|)-LMYPGV%TU;tC+Fj5f~qHsds;e!C|Ygm!C{U?{At z+_zq1lp*QmqK~bO4#Z@#yqm`t{0vy`Qm32hvJn2Mjt8RN;gTZujOsTa1OZ=uUEL!- zpsUoR^PaHEx-5-LukvxU~a1SAiSpyK(*LcJnlb!y5vw24y5(l@h7lJLb(jjhPXLpahMYC5eG`JJ_9K7lTWiPCqF~?7_C8JboKtbUa=3S z3jBp>*I1sZlIdXlBUTH(3)>Uw_t>KGGrJs9;cVy4wRiOjg1df^s{c)PE{1dczb|vD zwykA%|EO;5v*@Im>)<~?R6fE2c%+}!=XSWuU-(n})xKv|Rd6j7zD|#P}2T$#}(XQtp$78j`P7 z;Zfl{B_8TCY83(feGi}w5Ucu0jdhZN8oQs|Y-nt1c*s@7aV{U>0Gp3C3h_}NJFhWe<1X}tZ{iwcV)lwPR;+vbe?}qC;$IPHoZeEpm66Q z`@hEi{Ja(vM(-nnNyqEtI>lSpq(Slq^S@&omurwY%1{={DQtJee`1?ng@LS^J*EM~ zR&piWo&%8V+_UhhCPNiDqpXD2RJWEpVRy)hVEckFyzxP|P_4ByQF}Og)%CBvjyjCj zZtka&*1I|yBH)h`e7{KfqmE3>Je}1I#s?K+gY$H>>)GdLj4LRx8LXU3<^)7I!!}P$%&Y9Yms@a$nK~S6(s4yHrQ0((H1R z`rU=dc({4Mu(&uJ>4R?kn_v}oor;Q-b--9UEokPioXbKQWb zIYgx_z{@;8B-w4P>t3Q!Gwe*)WHBQNkA#21hon^8+Ct&jsC3#K);O#Nf;v7WK3mBh zG5)ALQEJ)ys*SAZWi-%dU{+U8C)iu%4D)@VkJNV6$0<`E`QL8^32gSJ(&V;5IIEh( zi^c9Aby-4ymG9$UTJI~2QywYT>OX-^TqN5tzyWf9HXaOyP93Odl9Pnhg%@QJML<1q zX5?jJ?Go^PJrY(X&>R!)c|SlR@!Ec-(LeLC0RmoM*Dk^8&PF-`?||3X7U2)BNT&~p zcny;OBlQI?w#PgO++;Hi54NSKc@jlhZYfb}wi-G#r$BrR!w^nAYdzzEg;D`&eW zuCp?u7#2BDeOz2@ZGJEpZR-W6Uc-Z9G%~XB;{$9wY`p)scxK$aBl_Uo=a>72QjEE* zkjU2+{y+T7>RtIHq)TIxqWE<0AG4!0NZ!?#!bJ%sVpKo&UzQ_Q3{?_v`a{JkN@t!M_TpJx%)`@)MKj7Dc4v2of0Av

#v)}Wy5@)i9aON`0qjW^KbHuw@ zCHrKXiLt810>u@Ui8SArvMHlIsP57dDS_|sy!S~fkJR~~)p9*?S*h|Q&R2FtWX?x} zishf;CD@WUR)J~aXH+hdwnKzP!(4u*zax0f6cWx3Len7809Es&#E$ z=20JRUFob&=hjgxpcTuK0sQ$}jO1N&BunrdpoVGEKwwSUzrg;_Fqq_3mh$ODx^IcV z(bhbM{-n2W?ycC=Fsx#$9jdXfcoxZ&AA~FW*I@iW-_j=MLBtR{HeK?^*_%4+KddE=8fWwrP?I%59(csfa4 zlImWGSYsCgo?DJ;P344N!VV&lZ26E*V7IO&7S0bil6DDxGjkPT+Sj}Zx>8x#;`LZI zs7(spt>G>>nnVc?etiKrhc`{D2u=5JfjHd8*3DNS)t;pKR;pu14*~+C+0v?Ce>qHZ zC-?Jd47DG#wdq&uwvbOLp^7}K#clQ^JUxf$Mb}cQp^8-X12Q${YL|Ncrf!R&*Q18c zMYTEmCX^h)X}p^Is!>Y?q35kj zA1qv|RW9FtOaH2$(+w|?Ld4KQKA6=}GyTJSbHZ#nUnQJ;^D_sl>Q?uPK#t*~spIrT zyx5abhmsBD>Keag)%FKIIdIPuL<5EOSDWU?ZTpQi|{>v*cCNC|)*^fxKwO z&`3cY9{}p5Hce*STdmjnP1B5?aLf)VO+a7C)L%XM-NSA6fo}a2u{($IzG}I8n#Uf1 zd)(cu7;;llfLf}U?l{#tfKsYfK+2^o;NIfGHr;6i^+Wrmm><(!a{8h07buTe_Jz}y z5a9BJEBv}#m!8;KMPQN|fMRzN(l0iKxEV;u z$h+q}PbWvhXew2ucEHHnb(Tmd3^oM{S1o6sznOxBUL2>dnrDnWydC(=j%5pkIIF&rAcfY0(V z^Zv&37mundge-YUNU%Cn?qzB@h};g08}~ySa(WrHE}$L~4!qW>YM+^F5H${X@;!_q zGm2rQ&TgHI;8oYpFd#o#-bUh|G^^Z4*pxXQH_?ikkCBvFM1={eRD`5@EiPT9AH+6{ zkep`zY3q2yRP}~UagZWzk7o)K!|E@q7r9Y4x-@0T+|Jk*7Bc((ifn%gck+eZmfvId zJn7kH@|Ehna2Fc#STVk7HyayB7tl3maYF@x@Pokep`K8j_ zyc(SzYwdr44No>Z0W7jgTzA*`7O&aH;a6xUMtX*li0yY}o zw zegS&|<$b%C{Aq9WuyWmFN8=*BMJeD=Vlh`Q2aebr0g@vA=w6<7$I(iaow#J76|qL} zc0`_;n~4?I4)e6bPxnPfIPEW0LqKvC%>k-1i>`A7UTG zcw+=EBH9%u3&k!BScFt|GSOkM&YD;sG}0?HH3d?ZZEpdLiXCX0vfvzrwojKSi=Z*wsOy3^mZII*8|!4%ck0qvWFK&t2F_Chpv~IZj+rcbk9^PEG5ycQh1a#&jzRpWI`t4z*9gv6}c29Vdr0Q!eNg@at5kHRwNDNkSX(a5wxc2;3i3nXU0e1SjXY#IndS7bDlrEAl&`U^?S(BUmP(?M~Hft8R zK0*#U?ny9YEf0Ca%jAV4{|YyH{6fQeImPHREOmpJ%r^Ok?1w*0LU=l0sCb`^;aBx` z4{T#g$N3@>(hFQoclLW;MYwjf*EKPLDEH|+<;7~uB{3i9)Iy7gcMUQRD`>?|r?!x@Z6l?H6%%4Pw!#pa*1!!NgQuWOq!wL%yp+%3JIcG&R?)8wm* zpWTfSpJl(_YF|&ENtRL!M+G)tGWnQYU#~H+{lG(*(5tJv4#GW;S}=o5-UiezpTf(# zhK1?YWzX6q+1<6mX5RIN=u1rj&j5vM&JX1s+qc5UmeeQ9^}D}MlA(^fBv?Iz!gPaA z;i@;+Ci*ZafauTX2;j!{X+S5Jl}P?i zxbQ8F_!katvmGfIv9v`|`pM0}3rtS*K;=ND8~hJ1RY;@>+b2k5fvAs%tMCP;S0>?^ zxKdji+8Gw90pbm-fBuJ@{e2O*tu~%L+DpC+UMVu z414CmOX%P*=Q z+y6WN-RCpQDvLaoHOCwaY7(}-=~MMYx61@zxF??%*7O6Ki_kbLzq;E^TApT%T{{YD zIEO-%agI&;!d2HGuvp?lIgI|P)UtLM)gWkwJpW^lB<|9_81B*p6CG=T0|P|0%F9lp zMDEhw|JuB9+<$idY+saSR!$x5D3jfnU!-avVs!bgzxQ8gtK(~;S$s8!2AI;i$=0lG z7yz(JT*Kag;cD|UTZ+ktNR*Dr;PCk^G>_!>ZppKQ2M<*LlVVTuDbL29*UmrXQABO{ zd_B#F6YRa{?Ug&0nO+(b-%vN+9_U+)w$N`(Tzj@Be7k4J$N&6TgTEcZ5!kZouIl?G z1xr!FTr1n%mNUMcVc0R$V}~MdWH8n9@)uZXzPzxh1$!xRJA9ODjM6R6JXH7le7RX^ zc5I1PeJAFm@6viM#nsJ;rMe%vbkd4s{&;X~JV?|x?(pv}y}56BujyJR{(L(*%X~?0 zRqbPrwb|O=UD_n_y0V|%V7%@Pc62>+fN!a(C7IdQc~Gome41z+^3{B^$X@erdT_^Rd<46 zOwIZi3z`!Wb^g&OHo(sF#K5v!Cf!gfqmW^ySeLw0{++!1FWW6cIj5y2KfD9R4QeSv z-|g#*XJ{rI$|hn<(3YQWPp2(M4*+@Bh_tBw%qL&Y?4F?_X`S2c+5*9f)%`Dh2o*fl z@G9BuP*6Rs62oM$P~EZ3E?MMu&!E$bCD4#774zpnGb}CNy~i~j@}^UJ_fo%=kQ2ItkSz?$%1xq=a}|>RGnk)hDXlq(7rSafZO4ZkVjxvnU~FmGxd%J$G%u<`iQ`_7Bj{M;x*X2z= zf+}lqar>5l|A_KYF%pQL<9yYAtYp zv1<%MGfE%#3c}`;NWX~pUXyGPe7ZJ*S1t(ih^)|!>phqhr7x3#wqgm_Fc9HTz?jP7 z>y6f?@3l1zJP?TDNIeCcBs7^Iim$OuR{`BsqKTmhMyt<^iJUqi)2hfxsVn3+e}f+z zr3FUkwVuamDNmg@r5>m-+jE@u+Y3kqTNDD6=1~j3^_?h3s3mf!QG~6km?~<;h_+sL zCfZFzQFUmDeK{p~E1S`u1}O)>q_O)@bzd8}F%ctO6okSbpBur3K_~S=(cp?k25ZgY z)FGwtGOS>KYp~OeEL^&gp&%voik)i|5Cl51XB0)kIk^aTSi*QRXTeLR)=;DH@j+AA z!#~Yg3XxZrq%4TzxN{OFvPn?<_poS{S1ApGA|CDIQC+KxA@%Ow@rQ{2fXiaIMw?2Y ze+fr#Bn~!LTGI3=zCV>_ApF`W1@R<{Tc36uTm_VXnKUSIj^B)VYaeX^Cq&$uBmvXoUB2~HC$UUth`r^TC} zQmyAQh;od}QPfdn?g_`2Y3PtxOi{*h<1xZ5uLZZ)c3x0l2xkBE%@U^&tr`VkB;^f> zG97=xg`FVe3WP?n?gfc3UyYNId&L6(0pWjPV8GKJh8Iz2;4Bs5=;If2jb{YLjlo3z z?siE++U#U>I{$0HZAV0YwAxrlQFPrRq*JRP8KWNl`RnifI8zzzK){d8@Iw8 zL)Mted2UfrPViNh!*~5EKJ3m*$^udJ+a7|ld1VMTpc&g)<>vf`i^ksU-0 zMR>FhoxmBqcp!hncmO{%kx}}5qjC^iA)`jh|sLaMZdcY^i}LaLguRU(7z zp|7d?bw;Ha?8O$j3$7!%)#h21<}^l;69{K0H%APz1);g4G_b018!#p(4`%dK*N>bt z|725P=09+Tc zqnAEBd|Oar<_2oe<3prh;(ya2j%B0ihbf_UM9u~=#gB@q|U)lCxCN}(m zUORCra#*3xX_ivyEQsDY5mmNgjCqLfmO&m}M9Cdf`Wx8Nuqa308OsJwk%r4jU;rm? zvJ@i2+=7E?tt&XcpAEq4G&u>Mw(JrSeUJ5nwW(MsH9%%Jg@felb$iIJPl5rFa#`0t z-qUIvrqx9CL(sK*6kNT*&cmpZ%|t~Y)9%dofo^I!q`7*6x#67$)?YU3M{^V#Cl#hQqs z9T}ZTP>3fP0DBa#FO&NevkRt~{>+btI5?-q(%F<@nXMd%qF*v-5?9 zPaP%lrqZ}lo(Sc`YS&DQ(p$?-F8{nq>fkPH!JQfPmlyb|2bEhv^E?RKY zrfv+10(M&{q;^hProm{)u2&YftXiv`NWEqGq8oO`Nm?-Mhk5$Zrib9(dtci+pIIvu z8k}~gb{I$Tj9A8LeeBR2pXiDbUge^Qt;%^0@xMSKG)omq&oO4gXkw*sOf!g@#qz~! z3{{)Z0hAR#o!SV@$uTvv{31B%WOie8a9|~+WiS{QSQ<`c`?#7fE0eyfRJa)?nmEio zmSDZAmk6;mSg6s~XHuR(X8!FGbN@Q1F&w>APAr~?X?b{-Cf!0aJDLzE%1JPpu+P?g zm|1~6R9LvnpDN+@W@n?xIA{dG>hN&op&s$h0l!WOqsg8APGLv1?V3<{c-gPY)iL}%{Y)qC2e)DK#BV3B<-?^-lc&jUL3h|zQF)sIG zVdJ5uRIa=+nyK)D9k48@V_L<^SkNXWwFr)-a`$X$(|XC~1*zOad|=Gy8yeIK6wNEs z09T5Z^YS0;UVq!>UrAo@p0nZ2pK^D?j~^lB&z_VpaWY zrGNKo&IFf1p13$RV$9d|Mm;TPdBpiVfU|!K(M%3p7QeLjbX3?iP8myJYtf7x3 zzkVCy0!iE9t2mk5#1#Sp?(giHVaU2jR*TG;vV$l)4yf=^{^hZQomf~Zc!qwv%GZQe zSUaqk=mD*SyneNi8cRDYRfjP_v&5V#rsmdCJ1kHWg|WDwNi{`fnz@R0!SG*EATz;& z3ga2pJ~`#9JWIERu}$$8m|YGV+mf5$Q`*o3m(tgQs^rCP{^|%jPW^u>7yP+}V^oXs zrBqrjNe@Bxf+dv$6@Bh*3r6Vg>_bXeTtj$j7?UclT~W2XRUo||fe1^*ZG5Q`N6&vi zOlx^RkdX{nc*M}C+gZN6;5LbR0!82}V_zY$IbD9-$46|_QZPOxWsi6pn-7=-nNh&< z@sPTj;t?Agz_#WE8n4sZ`hgALy8eETGMS#0kaR*oe{5A`Vg>}h%FZr>=8=z5L#{bX z5zL23+bM=_3VR!IkU0M@Akm$|%2 z304uoZG(lteJFhc$5EW?eb#a!LF!HLEpMpGpOH7-PzIF*-OWagR1e0OM@U-5--)Kg58$!Z?@p;;A$eTRJBuzA@4R)0hlKJJ$O%B$8V9uB^q+TW55 zWROJot)Oj90hC+4Ku&u^0F=k00v2WF2JVVq+j}=E>XbOQ^fosAr&Fl`j1^dq`+Sm6+#2LnCf0{273*i;TC>omn}Uw3CC1CAEyb+;_Pi5f{d0RB_9FDS1tR!~Rhb z=c@p}6wYpAv^4aIt(kUS$K;{C47b?&d5t-Dy z9ez`x$i7-{A>~=uNn5dX=wRRF$8Xp(O~!N&yTcor5wgOXqdNO7(^s*kzbw;jA72Nf z*XL&@HMBHuqHhQZmU{KQZT#{sy>ZRo;ZfG63U0u19+xiF;EC;XG$DSb+3I@P`PSLS ztvlCVzQOn(61_%%6BLD@52Iyu1G;;4_R@x7ipV$r;_@rt>r&A3fFyrT;OH`=aL#7{bt1MPe8JO$>$ zoF!4_#dJ~T$+`H~cdZD2SZ}Gz&HQI8YHZX(o7{wHOct-pSv$X$+eGUdF=xQWkS~jO z68Ge{7zxV?mQi?`l*WP#-TywT=(m_lW8$owDU8q zJ$+qy(Pn1~!0>Un^=(IdOFIr?I5r)H*@%ZWqA^9(T5N>|NfHN@Mm27$dJrFlCL=|< z_eY)6#4PkdX~)~v!Ak+`Z2LhlFfOIlXb=qS=?mv2ZC^F!&8-V5yuNQfD>88d0%Z{n zrvxark+-tsObyKFMeLHP5KQQ;YSNkzkE z&*Aq)`}F1B42eT(rlw`Ks=@V0)o`)DJ`4lJe9-8$F}GA<22|884^jEoUV@i$wI}Q{ zQyUpTbKUt;{@kkGu?5aMy2Bt@1 z2!o*%8BQja1d<)ga3c3CYXXiG4(WCn9?P6>TeT+4NKjG79PxkrLzDOm=8$>g1pD*7 zk=ZWMlgNgLJRLc}Bf)Mx>|m_ptq+lUTwbt@jZb?5zS3v_ARw!QBrLoGRoq3y# zjT4KB-~KFA_wYAdjN}8yntn3)3-2@yjlxwH6psJKg@!oWi=K(Jsu#*OSruxq1?I6! zem(i-u8^o;GVenJLGLfU#xgUzxg*4%E#M)jIwu1Tus&wU9_sx~Hmaa0aa1i&$S5So zn2gaX*mG4ar-`3G4ga%0ZTvXnJoZwxw^_@&&dI=n2WczWEph4OEX$5p<(M*;Oy;KC z1@lkFKKvrN8{M3=To0ahuYemapH#o$cg4>!g|KFlVFOysUEk7`OtS8TR&}DnwX+93 z5sax2;IIH5{&bw+S3l8`bpTvqN$~cNp)@v;Ib5%7PvA=qT8BKG!t+ziR@WIta^C?4=l%WlyMAeB`;?BooosExu?C&SWf z(1KOaoH8SWshT9IEiVZ=&yMEiz!~vJ14Q{*49q!0hT{81iBiOa0b}+Nnz^P_bp2Fg z`$_4i{Dl`EE~!T~fg4LM#m|d0j_?(2E1t5kLee!Fe9>CfB&qGF4NrwXRK%JcU7_b` zoKV|js?*DL))l{LDL?G|3B&tu281=eEI5s~U<^;jLHJGU=UPTPm_75DA%q5S$pC%! zeGMY^CwjmkX6NWw<=FKbcQ_jHBK*JX zMHdcu-R{OqI3t=f!_tHE$(C2u`#zvg7w8*G^!J8Q&ko<5o%~Z7N+O1yr7B#h36x7v zyJH~t4v{H*GV45C|2ZQsk%aaJU}s9aH=g`uySy{N*VDY2kbmcxQ1MXE=uXh}LU)s# zrTXQHN;XkaQ;1+NjT&ZEY3qrqrCYlai>(!u98MQZX>VQ3J$IyNOxwVmUlM))i^k4+ zg0;S*zT#-m3t9Ki%6TLki=2K40S;=t>6~^P3-0%p5?Z3QGb0^_S1hw}VD>NFZTR)H z_wbRrp094rA-Ta9Y<$!p+9jon9`?U3(+#GlgNShq&)L1a>^68`=1= zNx#m(c}vNy!3zkE^S9vCaA+lC&kL!6idm-35iGD~ypp{g(8&f#Y86%qt6;gqgC70} zkEQ)cmEVneLnTFRLui$N?M88x9p}2MO!Bpgy8_3)K>6bdon-#ZhG0X->>b6TD|`mT z{m}YEjF9|9XNp{53Du(av9y1&nHlD~5@XI&k6#8n}JYaLp#2#o`8)g&(S) zJCeo4^b$5#79Mc*(rpzo-C<`|5~|pmn27=wNe5NcNtyWR%~@^F?EF;44QwK|llxUu z47dCD2d2QJ;Moz%J2`9ag_NhGDj|OCX`33+VquFEiko92u@6V(phZ5KQdVs!G_N6b z`!0z}QD{m8bKZfMa+hp1B`IfjVD};I8)m*^OZ_TI18bc+prl#Z-x)@^Q0m~YHAj`)2k*p6HRb_T z7GheRc|4dbU!rK#s8?d^Yfg)BZ&g_$g|Z)3n~;!0`cL;gG~(A0cWdRal8Iw6uo<41 z@DM*x%xo(*DmnEKTpScd(?)Fr7PRm6B{W8><3= zy^Mo6a+%D-w@fk8cT2I6f7P7{_icm!+{>$`Ig$*n)Dep;Z4=dIzf?+D0=CEhn5&Ea zHs76uCJo@077_7oFVc1vno90@E-lVAhpkPbCtIL7xj@g8*riyV{}Zav@`kYTrX4*W zTq|&50*$(2eY>O8<JFGr$S^SRIoz}M!nj(sN0<67)7i_DmDQ zbVk=#yT&NwUK;ZtMs4C|kgBF{mq)Dorroaa`Dhc0}J!EPTH^V?Eg7)$0>U!jFz9;*-XhAGyrzvlFl(Qh%+boHpf zRktX;eW(zhtwoeLa9PBVH3AqLhU`G8w1<$|xy!AeG!9R76U~~tQJzOo2Qb)p>}Z$3 zSgiQ0-2xh6;pGpGmkOGMRf*aLjW%64`#JHe6NFs_P2Eyko3xWNryCqX)wCBb8Utb= zsh!2~PPMSOGDIm@hRF8W<~EWirW2$dns=*Hm(LqL4QAF68sLMq^MsV^s3=mcK)G*} zei1p4(~>HjF5B>+rj?{B=l)=WomB!H-~I)VA(xEJW(ZsEJXP*1(036#Us=1;t@PAQ zeivY)5t<-t1+&n?w3O8!Xwe)B0|}@4(yHUN4$z46JwP@5KVbD){PA_u;L+?+YZNec z47q{QX^+r#%JyGy{|nf~e7DN;EA#`s-J8lEW`4Z#)Hb^tB=>JfUv&B10oF;!pjfIT zfn6tM1XbPKKHcZI2y9h#-(n_<^ja`2IE~hhn@Scb-Ha&&7g;2-u7%B-k%8u5qq&;K zE=`%3US0WYELcS7Q*f2&a{W{V#QFqZeuqbv7%8{LImCym^EmOyXOHa29?vXv z69*UCY@u}gc`&%yrF2hZpf#4~2PedTVt78F-r+J4GI%oD$&MX3n*FEYn3g940UE^3 zWO%f15I55psDK$GJbDX65qjYHlSbSI?nk%=a`w=KU;M={0?<>;L(T?YYd>_&j$_vlVF{)gD|eO17Q)v6i&@uk6^4dj1HVwNk4FUnCo{sWtUn4vF%MpJ2(Pwo$bqOvmL6!rQ$DymS@e zUfo3vDiIver}@gHdXzND=p(+alDVU6<)0o&nD^AisrO(sMvvzC4H@e&Fe*i>qVxcS z)r4}SW|s6(^y%044(y9aHo7Y2{#f`(3GQ2McMx4`Dxob{J%hl{S~&>3l*Q%l0BvGH z+{Nj?zP|qy9uWN9+?!!9WZ59_`KL@@6QXB!0M3Cycz=jZ4M@ukDpoT99=jzwKF`;G z%cDBO#WqRpF%>lLhTqF+{sAsOvh%5q3!mIi4W4lBiPrm7;1n8kIviChLOI$ujy=9ZpE7p-U5Uozuar-jwHA>5G-qdsuNNd?A?ZaQDkU1=%S$?0^6JK?Ln|LK$(~yC=)v|h!hUDsqO!1w$RULFW|9Tw$llM-4<0HUJB+3r$dkusaDk9 z5=}K$&Ze(XJBtb!4?~zI527}{&KjpEWc~*@l~6!4BGp_K1iFCPJB8lcyFzW2(t!!F!2nRfx4wzf}9#V zb%vRzaYI=5({SVZ8?EK;`o26&sr8gIM;(wK!quX;SQq_yRAbH8qWU1l_M-*T>YqgP zI#8wx2#xK(+yzQW%ghi0s2vI}kTV5oB#Yphn*5F8r%sNU&f_mJjGP}Q<Z#MZ5*!cg0o(+Wl6oh_5kP{PxUK_;QUJxz{QsIEO zkYVZnM!VuD+VDey7}}m2x8(3JZV`2ptP8}53YBjE9VG@W&IE~{KB9n-RWjX+C46Mn zc^A%e;R>k<&zP8r1HkmJtSEPpy3=S!!{m%#sE{ZF8}Z=;S-QHt@KL2iU)1UDUtoq5 zmHLhhi=kFS>vA!{1+Ob!uowx3*Znj_#eBA|`S-M}chH7j+KP@+wdF0wv24{X=)dXr zp;K2W^OrdINQFk=8=Xi7I<)p226)%GkqAgCW;i}6L35k9+ww*q@tDD zFVwY?R4iS-)3NaNonlsz%955u_KGG-a&kk*29&LO1pPM;$H7`iCp3rms_tRyg_4}> zv$q0Xi25d&hM*er988yABJwAwhlFqO3e7xv4PSgeSn|PT$wO+8R;HonILm@8KsBcS zGPh7+*sxcXD`P~dD4uUfA>;JouzmeiDr~7SNaOx>)3YcYiZ5;ZamHb0b{rvpE z^W(65_jn}C?1p~U*nd{?1OHjdUzDp`IL~LJGG}oYIPlbOXGFu_K7`6|BSV|BaNSaa z2IME_oG^4Hbgq`1lxp+aWGZ#6%*Jk3oKS2y**HZp;wm4Xj=l{1SJ}) zTq=vH*4q->^a9<~=15huxx}f;S%X{gfeZW4*GuWAQrI=%ZT}$`2ZMySOF!55Z9l~A z^U@Az%fnY{S_9)>)7BX#EkpOs+Lub8L!R$26$w!l+_r&&AjdK_YgeYH__l+Cr?{qFdR z;Metb{c*0}g5MQ=c-nZFeqsOl5c}!|>Hum@K6O?h!=3W$alUHN0{Y<_d%QIe9h!TE zLJcX5kLHK!#|8Gz=`x?Y+w|gpiP)is-Mn#n^Zm+&B+Uz42B2at-saSZ+*Q`Y0nV2<9ml>X00bQuvhYcg`7aLC&;zr73S95N|{`- z_xa-$r}<3loR_t*PkN&%?z&9?uW5TOZ@*kl_BtJ;x@G#f*?cBJjmN?wi*weg}T~(r$c3&kb#(!uT zqNd{2(ma0rjrO-u#k$&-BUw}v%cbNZ27rCriR=bve3V*A%@Sig#>xidJ;cyQz0V+B z%^I;^^+1cZhk#$h`Tbr*CQYdh-4>wlS`bZbVLiNdws)y)7EnJOVf+gf%BOcDh9Ohu zQje^fE7UL5;UT7mKlMGeZ3GXjGp1q-@8c_OIRm)B?q-Vpwwh(kNvM3Q>Z>VyZ548= zOXI9|fQWv2Q%D<;^+6JFEFh0kAk@*;)gYsDAnSU#jnb-K*6~apthS2h`$LO$BRE8( zLOO0mZW|_XGt2Kc{Q*xPnSk{EjZYeoQFZJ-u*aMN-1Zh>(gxAN^}*KdOm8QpAgpoM zaQu>sq*;4i(F&4U_2W|;ak|b>vZ(s~BI;{m*gY=m>hwM^@UI@QJ;=>yZC|qeNMGvc zy?7%hqk~+_4@`9ppUY|TvxJ-XwuoTFIpwyU+lEodof@8~>fAf9z+i7YLWvK31{q-! z+?nCoV#(E99L3GayX{Nh8NzNWUW+^-6#mS0TSrxW0yf99Z+m+MmBD{P+~aOfsGl8mxls1d z^kr5dX;Hl-YHXTsLy8BNF#)z4;3bb&u9c-vHOyMDj=MaC8^C!my7F@m&N%9%aPCNj zUU}!Z@Y${9-_*GLs&w};7G3<)EdSn|QB1Vmi&(wdSsa)SfZe&4U_82aSBf;hkLCA- z`S-UBccNO!?qG@vDZ@g};1cgFgqu_2dnxmn?-!v!jSM;kI)6&WoMJ6L43JCA~nMrO5IrV)k%MuwPw zrzP&EP62eqAT!!3zQ&YdX$XCVHSRAA3?@ZA6If?k%NH==e97i4@EtOu%w%YI-=zfr zg00QkoF{=iDePo<$fKVwo_~W|@mhm5jsyf8*PMNLxLOGc`e84TrMNmSQ679*j9~Z# zbH5dg9jA?^8*@4Fa0)z1B%0t*G>d)P)Bd0V-5Totl4~5~{|XnKmk_M2pfbQwX17m# zd^egkIo`D{5}6xLAZrtgeiRR10M+`BES{aHn0V>>*H)T@#Zb1_UZF&J&pauUdXYV= z6>XzV5kaJRWCRkO8kAt6b5Nuu^O>e;Uofi6ID&9OSFllqjN%`mV!iE-zF^pAvYA<7 zjdnn&c?~y(s&D;wem%qL^0p%ioVz_G9>u|Y9IY$GN;L|3R^C@^R_QRI{FoaA9|{do zm>2buEk!xP(vK$HSorn<1oHZwE&rgI8ObHg*&^5P{C^1uT)vSJaRsBz*u}?Rbza#i)!F{!^6_-a8Rzxk{-BFElCqnJQRA zm9|0z)Ta{Lf8@1^&uJ%gzUMd)8esWbfZ;8e&v^X4~ znr34`-~`^)`1e;J{W%QtcXE-3VwTqO|jg8u?fr2PK_e-^m@zqkRjd<+rvc!U5Q z%^C6MIo=7omWp8i^cR))e?swus$&i`xt0SJQ1Sj0w>477YKokWO`gF8uol&|N=<}! z)dkf`X;#&!s!GKI)ls06dIrxQywbIvj6Qt`5mld@tMftrSNL2TV z`TFY~P@1P#X7K0#$N+}ocQH|YJ5T934bkqkymmA$viZ?@7&&ZJeVmnd6#&S+W$9tniQ0v4_YB2sLR%JcI`zi((cYJX?(Abdm0>HOf%`2#M(Xv1ib*%*V zTF8@}!xrs1A_AhyA$(f#d}hkoraA%vt@BKDA;AQb%ZPEFAQD^>K{k|roMsT0 zgk!NNKB>YZPxrb^WI)B}{JVL)3UUTIvXDeGs3xYeW8-F_H61m#^2@h8pH)hinc)Z{=g*tg|>-6dACpRycqklb&V;&?H^9^3M57K zgIKUCGT`K>EZDp#ni!Tz-Dm58eu_DiySs}ZehFe=eq6j~UhP-=QD4_Mat0+Zf>YDLr(-X&c= zynjrQZ~;Ty>8N$ufuS|tetyQCS^|$Pn(j*17Xn|H$Bh9};QVu=s-|@G4ddYe3Ytug zR1`cn#UDl!<*!mwHJTXjo8}*P(?%bZqhp{1i%NcU3m*@JSb*enTD7{ri@Su&;R$m8 zc<#Pt3CX=%bl~Ash2zTk4)%V*C@f5DVJwoo!t_NF4mz2Y9dL%V?wPVEj}6brh^CzQ zR+>nahz9xrI4T1L8dz2Gb{(kzBsWid4!ke$o*H?O`!r7hqeSz9@zk_06#ngp&*!dJ zU$v}GMJ_EXEKIJ{_&JN4!k)wj$r?K8ZUB3jiA=>$iRq3ap-q@$+2j_f&DBf-Ay4(g z>e)QW6`owhi23u*W$kf6e$I06Y!o&>uHRbLpY+Ydj_L&^qw#urMq zEG>_F{%U8I70rR!RhetG{ODaRHa;&GyHXoEO*m-vX}+R&$wNgUl28q3u@tVf z0Dn-c7#6LpQreqsR+hKB?`(#(moM&axq%vBl+D|$x2{?>-h=4{h_qAnVt%Nt<6f<( zR{uMrdr2rxBEC(eyQ^paS;sKH;wc6Xrv&x;J40)(#-jyJz6S9LFF7LK0TvTs$g}5F z!Q3*Xu=G3*UDLUXv!nYA7jz2=Qhr##w^msP(V$cWaXyw#M42}2ml%%?cY#2WM7qOA zm{LdlK)WuVb?l9UcU$6E)#7-K~Td2?ku*c=wibwnjKgepQ!|QoI z+JwQh=VE)lTfO6q?z3LeCPc*lgSfyafPe<#+|!PcuzzROX#xe(qZ;AYE2N+=ekRl{ zV(tsd6cy3;`-@d{Q_g<>CaK@dXl*`on z>UpUHzVfBfaRXuh`rb?N?1NS6$9BIFBAqRIdGq@2=eycY$B;hIb-|lZw9%PHOQG@YZ4rF_67}oI3J;t1Fe6|Kg_-c=%05Mk=avz|Edd$lJ`a8e!S7GG; zX`C<;TQLH`#**ltg%2>X{qO%CY1a6rp|ZH_JH^TTodTlYnjp*x%K#GU;w%g{A_Ch1 zMo^T90%DXbv#^ZdtF4N#QGw)KQW>i(OJv68e9#aLSvet^+bzq(wY=nMTFFRak;U9l zTT5HNL7aKy=jWX-;;oO_WJ{J^XDB#0!}n+dAdTBhu%PX!uQ?Xn5viwd-{d(N$If;K z%n`1qy5Q|ZN)hslJ-nZt;&FTOA>#Xql|dOA=B$=ZS~pR_OCP3R5=0#a2FAfFue7Ug zEj_G&ii2jflk#!hw%?nipRa;eJ&+(w6FQ6C0?uPV`J4V@wx@(Ok}n}3WD4$2Z=UP(fOH=8GmqPx z-0!!Z%m)UUkdM!i0#tF5V#SsH>zje&f_W#Nr!OoJxgWu*LDLu)J{B-iehNG?NuZNl z{xis#D<=$eCgZ+~6C9J@o_juigYbpwPSBr7y@((*_|xnI?!)RMg#yCuFWRQ+Mdzv``|Do&CN9{ebN8H2d&e!^mDZ!xdaY~j8Q*oG z%=ZsPgZjPZaYO-VyxUpG-ld&lO7Hq!X=W0G->E5tKTYXrhwX#hE%1XR1c!Bg5x~J2 z2$Al@hrlKoL7^8Qsg{X-qf!76cx5EO5V^n^`?Gu<9hqU0CY2nNK3)@1( zPmSGQDtSLn6@q`D=3}x>_kYJDldoY`j1oHPL_a8iMbiitqItZM6{59Nh=QGZM!7(q zn!${g`DL`IyFCB|Nw)@FUg3t5cOxd>*!{igA%5T5<@O&*&x!{AP|Ms4P4XI4 zV#IiC%a7Cg%TOwh4y~h{Ttb}dxl6jLJyb(FHp85~8!%Bqv8M@{(xG}dL}SonS)(vu zWCiZOvvVD|UlY;WCf+e&3^8DgzFrr905>Blfs}!zZRP8z zrPh(|D)KG&n~i*8__;i8<&t_cRo8poDMmJofFf~@N%AbIc>(@3@ta{A<-*XK4?nF?(JjWb$f2Khu*U$9+9YE5&i6Ze*Tzk4^^H7#fp=h zA|-77%&?^ID<&9Psp1ihX*FGd#yCQDEFsfS8tBXM!4fk%mW#~#f_#RAhJ=d2kGYu4 z!pv;%fZ|J^%8B*jcWfz0UyH5H8r{O{3I4+H-Gsitg)(4Rt~nO_Q3rfk?n4DllX#sX zd&lEC4S_+sKP4}1%Ibwt7ny9K*tk&hJy zVRzv&>m^`KM~PsB?niAM@10wY`$?e-_<&P{-lmOONB@DbhR8$Q`wjg^do_`V(bjl5 zeNH9S^U-%7^>Y>e7GKfm&lf-A*aJM7g4u~WS)Q>2=Hy}eP&G5RqqlIe_dq`J@riTn z-Hj>XV4OaDyWjY5?jKttlkbIPc@`XTrfwyCoE-q=IM#1N8|iC829CkGv#*&5oFP)n zgb|p9!j-q)RLxs_ZOuPpkkQou@ zOy{!N7OLEx9%NRFoaFe}$5_}v*LH2>ynJ$)i03u#Wf1d@%{DMKN8Wwbry44|OS@OA zUI&a8C?~kuCWuUA4QDXR`pn(pFolcQL)m@t0$Wr(@1ZuQxMHM`BPCb^B~2>JL$`8FI&qS2HnO{;89%Mdm=)bbtiGfmGg zT$C3xN^XOgK4pua6!MGD6lpCQN|@PdYKwJDzh<*M7CctNF87J?@qNyYUAUF{z5ql8 zg#{RpXIkoixVKyct(!YnUKZ5x`EL7y4Vz@$>~+O-m+o#-dFOUmtW1gXk}sTs=H4jQ z(Ba7kTj>A%>w6wjzQvm|GC|A4&OCi?MNgpk6(zUE;9EeMg5VOpp4q*jQ{PVHW>FuI zb&7Ng9NOvk|=qta^RFEo}P7f-D53S&co8jqRMfv|KS2u zM@B{=9Thc%*?(-Slh9f`5}WA*&Qm2370I$ve1q0ra_Bt7wiEMr14TMN#6}mh2>MS( zUEiHY`kF|w5QEYSgvA|oB)H<+?K0d`_8TBI{Et@KA{j-b?tfh^V3clqqXM(N&N;u;wg*>p!M9uiiX`qlqcOng|*5-z=kqQGo|%89=uZ$kxuBUCa+mk(Z zQhbaEvt_&&)({9PucWMG1-HQ=@bu>=O{!rt{X}|A1i|`{`Msiegmp)QRoCc=%Vt|QTbiG=|fora9 zzpI2h0O#;0QM_3d^&oz72SqWD8hig39#~=8fL)kkd7y@yWuJtg>_CXL_BRZEn z4r>-~w6eqd^UdkJx6D8Vc4d|{^%WA zMc~om3ctK>#kmJZmjZ}Ai2l=HBz{y;l=Fm-QH?4@J`LB_|1P;*UiCA^)_}5~SlZS6 zYBqZn_bm4XOI0<~sM)-|q16{(t=>JBYG@6$Nve-`YL`jb@EswEs_ghiZFDZv=KpfS zFJ@A~4AapzhSEseQ~y=pCZS)5JII-E3{Kp;q8`dt715C9Mgby*uhL_=ZCD)C+I{bg zCy6g(9L3n|k{V`+UF+9n5cma56i4?!;b?YxPV5&6&qZ#_N}7&+F}j^r1{JELOCloF zs??O92N7N8x^>n8)=QA~l+jUB3E3l#tZc#p%eCwS3$w)I7c{d*bB^c{@ofulc^}Mk zMTDC0f#31<$3W)EqM5DtpYwdsGHyaA*md%wjo)l$CVG>z`(vX)i(j*mItZ_q9T|cI z`X?EwoiV==Z%Gg$948DT^qLm%=;}QGu+z#V#wYD*v;Yu2ql)xg;b~F!)*cl+fb27y* zd53x>3AKCYg;K9dUWna-yym{QN8TNEAtlLu;&z0OA14)ftME+xyu*1i#1xIPNvqb$!2|X*)cXjdkLs!ql;%hYX;Ap6HG=&F` zKEzm^G@*4Z{5wT2S+4NpbnaWw9Hu1}8r`?c%CKMhv0Ix$wR*^FeWil;qcw2L`hf+C zZ&Bx^xxyFmcXz@~F;Y9`S*?$UiP|HZ*w%dr+pQTQKVYhzwQ(YS3f~x3ziyV0xh!A@()+Pu7E)nqUe}4KV$$UU9k!QxSm-NJEz% z5kFf(jVczjkOT_@Lf`w_eZVRUsjUl(j`QuhIrNYF@KAlzpSwn6hUQ!pGe;yZ`zLjU z|`X&n0p!vZ9ur8*;fG2|nCXU6FHYA`g6BoXaN|B1z(BUyB^txx7;8HTiP^ z3*tX+tBKj;6#8=Q%U^5TXvYwB|8kUzWQ^uOZyztZdRWnu@TS&E-yrp{3uS6GEq`hO@?K9?{38xaK&rCTyXSE86{CLOk=W8fTR*+ zoV)njgqY@iM0E6@M*xxvQ!teB_f()0Vm~kJ_$W|;{)_0}aRtIrL9{ZXQHRtoMw~`4 z11v_@;6a{@p3_is$p0dvD1|#65rs^@O?`h?y&Ct4J3!_)eaUiggk{j4oRIU01Z_E9)vW&{=bImpQerSsu>oHgQ_|=cF%xR>*(yQMSk$+pRt)vX6tX^Hdo=FnW05?ph*)lEiw>&hJCHO&LWyQhW02OaG4Q0%vp9Uva@A`E?d zC0VhA6%?f0zfKQ%{P^k`r5^C5bO=Df9L6#s6!;QA4w>gAD>QCoSk8D>Y`_g(I0)Su z4C#F+0j76pDEN&4qT=hIe;mrUUwVE%4^=3g9T~+mT;nAkpw_;6d)p~^H*!s>G)kWR z1?*lOPtV&=d-t!*jHfvz{rep0ZUq=~zHFGXp)@D(vle`#we9rWGlK0$rE`EF(?t1W zfDe(@7Fg-oPZZP3QsO(QYlXS~$=k#10|_}TVh0zAor(BAozcJOaS+-33`O9-6SIdp ztRRGx2O5HQ7E&;1-c?Cb>|*wGwMl+Ys-N?E-}_KoT4xuoV2krghFFku$zm)!ZpdR8 zYUYkNerRSGXC3WrAuY|)g8}oIdB=Jl>-4p}89RfiZ$~upH!OF2LV4eBMZ}eiT~wT) zqlF`dCn8E`2#GW(38|73%({}0CLwEo4dhf{7^O2LN5!c{6C#o6k`mXc5=+Hs=#PXw zs^W+!Yc?yQZc1w^e+Rwv+|s+M!{|7kMzd{)fO_CU3SqfC3AeaR35cPTPu7x_k}sB- z`O|=$e$0UzmC$(xH!hF)r+9C8WU^z<0{w{gEnG>nb!kUQK`&0mqRQFNCykf1#lBd| z?Ad#HN}dX0pmZ<#tui$ZhyVCv222xiDB`7mm`Ic1H#j`TbJThY9nBNwZ9HK zGI$eoB_o4ZPJ@|OuM)2PA)OB_`uzQx>WvvR3mue`hlTfxN(q03@Ux%9eQIElXnAHb z5BpGUCvoXWMG`(U(Q27lx4Aocp2eo!@&}fUgcO$lit2g2prh)K0kRQQpI%L5t?ult zt`aKk)C%WH72sa_6jD+B*U%#c6JQfbQbWzO>xG)$-7Kc0ZZ`C|gmiw+CiM79G-WWS}v;B`b#7dC*8Ml)A`?>$!*E zjJz@R*xWsx*)Go$(Ov9){n$QhRy)JGw$3OOfu&uF8d9pJFYTACr2_|cX~LjUHp+&Y zKZ0ezy4}+bwrowOTeq74t%X8aaEIHn;^h`cx{u5J)zg_J_@L+9X5$trrg_ufL-n(f z3xW=TA3*Ge!Ui!6pmgsgH8*a$>nt?1-Rr>zT`SlnwhqW?;dux3WwD!>+Kr_#%BI)5 zrE8XsJpO_v-6$0Rb!6Nsr(}KA7Moc4;~9!Qb*a=SmpI&Rj_^AYt2TqF@RI32$D`ws zw8lfMCS+Y><6N?M)XbsP=?)iUta8nTVpk=AD436KoA4x;$#4IkSUa@{oS|Kx48cVa zo``mw4{1x4GkCrBp^vk{a!aiJ)6VV`kd}CZ)?XX@d^j|_% zD!-Z|yceaGf0reBttQ_Gn`^~=t5=Gzo-@Hgzw){HkY62=olB4jOU|&)ri)F^RM#Gg zw$@1)Nly5m<3-T(yAdKaDkP`Q9#v~U?Qqzmsll6-zEy#)(Dn?YIQI=a@4s_l%M~d^ z3k*1WY8fpAEg)&GtcW>y?WMOuVw1=so7f~f=R7WrVx=t#1*3vG7>te<+Pp)9x=ukA zvE}zALTRmx15RsDO~pQs=wI+ooq~f96mJ51+cWaVADup*P)y_T9zWwa zwvYg>dEr}gzI!G7`#A`$uf~0zLdfvb1n@IP*d?SaLV&bI(vW#p%8a9yAWBmLnFX5c zjHQ;al?85fsKddjomHO2$?SKVBF&7#KywsanM?~fn_}TAI(b(QJG#q>{m!;O?5U3j z*!1Jm;V(t8FBagmMWQSMfh;1Ch9#4;mmwD4qNkOxgO{fZrv?mMtLLX2w4fWkGE*G2 zz#I8Zz60a_C@UyUKMt-qj>SK6sa34RiTiE4Uq>)=3%hOxBSwJ5Qx*gNct>9RoAGnFUY}T(hIU{Xln{s=bHM7t3 z3eZsSZj^VX{{~}iELwc9v?~_&v)1smh4&JJng+b(JuBrSg?W3fglEOyrgOw^{T2I* zV)csFrG0vy^o~*fth_gYrLic#>`kn|Ss*jm6y5#qT=~NCb-athr$*c>4E+n-k68@9 zMZ6Nyo>|x9u^7wPX{EeQ{g(*Cl|mNiD$DpT&&UT3+Aj;8@m+kyompyN+9}eTE0w&0 z)cydj&8(a4d`^*SPY%zqSE;%DjAh<#<(-eqij_HS-Dk>OAmO=76CMYT&`Uh&3XVB8 z$A|LENR?}_q?EJ;ajq0&FpM_nCtNLQD zWOw}ZhSYhDtzM$ZaP2;S={1#Ok=O>u#=uwR!Z-+s`TU3w4NOG7HV}e-qCzcUb1}zza&1rq=oz} z6~|2M?5-puJDQlnGO{o+Ftfpul8VZU F{T~$*OR@j} diff --git a/ch01/lecture.md b/ch01/lecture.md index d31a820..10a37cd 100644 --- a/ch01/lecture.md +++ b/ch01/lecture.md @@ -722,7 +722,7 @@ $b \approx 126.12821494344632$ - アイスの売り上げを予測するには気温から売り上げを予測する 「関数」を構築するのが必要であった. -- いったん, 今回は関数の形として $f(x) = ax + b$ (一次関数) に限って,関数を決めることにした. +- いったん, 今回は関数の形として $f(x) = ax + b$ (一次関数) に限って関数を決めることにした. - この関数はパラメータとして $(a, b)$ をもち, $(a, b)$ を変えることで 性質が変わるのがわかった - モデルの「よさ」のめやすとして 「損失関数」を導入した diff --git a/ch01/lecture.pdf b/ch01/lecture.pdf index e1453ce0c0040bb32e43b1e7e00e5072f79c58a6..ca8b18f54ed0976ce94dbb4f8b610298e6fdbd08 100644 GIT binary patch delta 12908 zcmYki1xy`Z)b3rp1q#L8-QC@-NO5;}cNpBAgA})eyE_!OLUAwdE(Zz}`1*g}@7~YGLAl=$&&Bu%19Akg(|&7@qg}95)%=0}39#^C&0ph#O@a zmDbPKSe+pA;T>kAh`GenO5;#?4=OINT6{4HQ&{*>v{E6Y?*{yngI^b;HF0UMAN?{<r8>al^u@b*1K?nmOe0!E&U;ztL z?9fw5p~%{Ep{0o$)MA<`WNDX|QD?2tfr)!e4YS!T16&0t$7i)Iy0opqup$(N8u-+5wg zO8C>_*(do5_nkeLPWda)6D_Sl16GB56{t=hYNI&V9Rg~H6f?LVq%@7ytlyj($b&+~ zZ|Lc0ln|Kq(sVHolFIzLqZCrleK5CxgG1wowzfSNRm6Q~%pv*UW(Ez*Ce?x|`B_ma zN`sDs^DYXs*FFf}>A{%8y^VoeaKH5UlFTD&Wt*^W5gcx$?y_d6@Q4B^uC+ysY%oZe zHK%)sn)0|H($+C+f2hX+(Z zp2``u?{$*kGekaEwS&@mYNxHQ_th-!)-H}}M4M^^^lta(0_b^tULVUjDf>QKgd6xm zvO{84;=2F0KzE|i?NEe>Z+(VisheX&q+6A0)I8pSP2LAwr9XCBBQt$_hwYXqKr^bP zn^UeA`;J*Wgo`npxepg|U=Dx|n|4%zye8a=lMF5VyebD7gFZ5TTxVfADq+ND`%7hr?;M#8y8q0q_pB0x;LnY8tGb98m)e6?+B0IKr zkBS(czpgM|IK*=R+7p!075QoaEk%>oyG!|iCs)evrg_eLJ|e!@uP3JIzxAPB2~U8$ zzH7BNBat#&E2vy)D1mpHn*QWmzTZuN>&N^jx4wfi<%BT~z~S-Pi6cJ$NV(yy>r}a7 z`I{Wv!z&_skZu9!XiB@Zb-_nV58;&UwA(bF&nh9cDsoOx5 zWN^6E%>tcs#q-rV0S`XF`H4<~;vs3Rz%0+J+G$6A;E`v#yOy=x`lne;-i^RyQ9>KY z-NBWP5@O$+#6NR8n%lcbWiDOed=dA^(FQTRA}hl+CfI#kCm7{d^}faPs#-*c0g34T z^o46bZ1w|ttuge-a|lTx>X^#X>iOl;!W9ytFOuE~A=Wc3V!Z(A)b9$kV>~ZXh0>oo zqTT}iCTnKeYzeO(Niik93xP@X#b=>Z*dtY+eHBdmw~PALoO)uYWR=7gjDJ10BUA+C zCc)Bqq!G}`7Cvb@VtH97FRYSpSb;R800l{g`xx_sNehVUgfgm*EA6L0lNPfr=HDTQ zb6Q!9S^I0^$(6u;c_Ajs)|M;NS&ynXv*)sSdS#!rA_<+(vihxUoIZOt=;l&WmGEQwhc9w}F<})DXOv#SSZHds~i1Zy~{#X}A zm}Zn@Z?~2HdjX^TLlz;ea?K@ndakB=>GjJ6({ks@H}Uk|E6!o^Ix5lDPBn*wSim}}-l83< zr+cQEId%ZA*hEQkf=FsF7bmUv1!UoQEho#egS_%RqjOnrQPCIc%vXh1aEFv8kZEO{k*W?!M(hP&5+?z&LpLQEQE>BD9*_l3OedOC zj8F<*Sb75^>*(c`?NgvRSu?11ZY>sGoCK!d2$GSmiS7=ym4T#%P6*YOL92zHf%y9Q zJU?TNJL#n>V_XZJ7;wtRc%aAmbQe2UOB_c0_Drp&#>KT{Yd9tE^O+fQk}#0g0i5ac z343vu5!n)juPQzhhtzpSVKpMhJx^qG9`n&!;Y+j-wkIn%QhiZ4DdvW|Bpx0V&E~(5 zM)l&}OnU)B!2)xWx{P%R?^s-{9Dm}cUVQgW%kUs=24Uq80O(@X^Y|ac?J3)mxlo<* z6E+nTUDsQsb*_HYLFMxOCE%M3Y^%^1oK_7+=&0g?52noyEJ`Wps|Ih&xAvHFs~KE` zrE%6IIjolU<{w%F9AtW=2OEL({P|5V#MbEQ1HD&lx`x6N)J3-(TFM(4>21;6vJ`u8 zX)k?f9X+N-fMHG_^b{Uf(LiH$g|&1wKCt-qg zkDbT{4=ONlzQo<;DOu7=tfm^{HkF)R<0(vuzw|iNbwLSB+{xop7Z?TrlL7j2Q@zGL z8cyr&6A#8{dACc{&|20L^SwlgCZMI^qyfLok(E+KAS#<-kE-81J{7g7kjv&Pik1~I zzfc4RH|sKMw-1Iempu}cg#WsZDJhdY0&a^-f#%C4`lW}f$XfY)6u#_FBibv6v@uov z)M*vnkm_GJg?c15V(^ALPt>hcto)a8{mr=u4jHn1aM$K>S?5ByVm!#sBz-R0@r1f9 z&;-azfIJ(fM*fsoI))c#jov&fPKZfoHZQ`TIdPmbBxwYqF8=UpP^hl{u)8-Bw0oH* zE*&ylZ?tr5m!xx#^5YqP!I59VXZV8v1ebYesqlzXeBU4Ic?h$7(lWdW9(%@j=@qAf z+v@~%ozRO1kvkSt1J2syS)@PPRC1zNmgR35LE(I)rcDIGS`UFBUK(HGb(;DKYmVwrg>u*xlYhv zSrRmuoyingD==(15|Ipj)r{WGJnOJd9a-$I3yLGKPAJ9M+H!vi4b}a?eOeC@ zHaN>+Y%dpP-i<@QbrGz!KFtXOLZqXJ!tD2>H{3zn7v*v!zDxnMDL%vK8Z3#Z?=P0u@?8ZD%F z27>2rww>(?(E_*Mv4eA<_;b zae>(L!>IOe_ND=hvbPMT&KA|tlyitDemh11xPSs5=2ozbfYpi*Ty#!+pS(|E&N zN>MY-T*|O!eEf;@dG&NTJu_K;qpF6}#m6@J_M(~yT&XytgDgXb8F4Nozn3&NJmU0f zU7Kp~Z8xo-y7GE(yk#lAWs?|ykKC3bjY^819y_6W+L@Kqe4$v^e6h~g5D(3nX$)y?K~Q$!W5(!WFLCZ-Rbr__LK8`f*iL+&%k!J&&i_t9-*Z}QGpsDs$H2WIrk?# z)K|GQDX&!`nls&PNrnV&$J!%M)L{f)uxH`wb4xH zEQhU{VZVqJXhj4ci1#3{Z~Rkb3_UoB&1dtDY!!pUyZGoAEuHzfK<4~++j+dl2x9?8 zOds{~GyBrxA^BbAz}ns~pHZJ{$x!lrFmhEhIB9fPXD3GV4F?%`znV!|3gyhC=zb{v zHA*S4gjgOin#swM200dxY5uOF{`i{NTcXIRm|>wHD0$Q};rROyfGIs%Ujcnap3?Ww z#W(vBqF2G9Ul*-759Wcv-DsLrUk!x!^OzZ~ve;(pGS-pRD`tjkf^&B*bv)+HZ5=-} z-|o-xXA7q{sV-3GVW!GuP;7x-Ofy#C@H9HX>g?K-r@LVIx*a*`@Y6?}e%&t#mipc| zV_tWwzr=kH=64Vk!0YF!Vp35>pq*|K>Zdg6l)?Rqi(G9>($WH*Y@U6?e}2yAA8qHA zrr7zj?;}j?TGm9rZVA^c{>;7Cj2R?-&DVsz7}@E$Gwvt2QpT|w(b#vKFY0?N{hu{X zCrlmV`y)tQC+S_nfdWycw6_mgzb2biy}F@bzieK|!&O0zgQ zMN?FUEHnMVIh;g{f`T~Rlxj{3^h>de?sr7aI-R{E{Tdfmo4*SfmR4eieKpLIk~NoE zNj*Ab)dmCGfre2PcbeSQg?1i0{Fiz#&+s7ufxY{kW+!f%d^UaX7%}Rl6YKSv%s^d zK0DTeOr`k^)QdA0lRL10mvWu&jxC~8k8^uc%X_gS5TG;BxN7@Z%0;E^fj)cQ;i_mL zVSMRmWPB-rJ=xFBX^0LpCd;@x{%KANobw&jnJ-v2zu zNV9GbklUm%T&p}KQ-IA8MCuFhJ zstFgjzE7Je@N!)argQbpLbdOpUUDhj4v!kK=2euc+Jw3Em$$uZx=;%m$LC#Q(|PX6 zB45W}G=D@jSX-0`5^eBs$lCZiQV&>EW_3s#fbTn5BKQ28UUm{b5lrl|njUVv54bEqh6@@XnroQdG~QMC^}>o zEjewD;5C0{9JR|7SE z686TMxi;ETQZ=EcEgisAxySreBW@xRVU}3yAtI4t7s;4Ct%>{F z!Rz?P^za*gzXr(<3*HJbm?>c#WFaKJ={DYwLbP;u*nhTbmkyVoO!S@@IbIU>pmtEw zGKfYR7dFX~1o`vh&Z|FhNe>2cF7O2@Mqd~gKU(?6FIh>wKgbc%w`#1M=uEi25$ZaB zs)2482P?6oC&4OJzRm1So`&tNc1TiWy9dlFRY5CZfV|)v3kDpuh!oIfX+vTQ>yT?cS^u0L97b~~K z@7@iMgT~gpjuEE+S|U7~6x9>0b)& z#=kcQ1?xJEB9^;%JFS@@SHJ|!+bRR8^Ug960fy)Ohv)yS_oaGgsXkR!`?VXUKGtoj z8+BDYg#Pcf*HbOvqV(BsMNtYX534*AM@I5%(e^2EpSJME85HllcJBDTvil-8!mxzC{RaParM4Bknd17=8JE-6h z>=JXLW_dUa0+ocRJ&0aFQNTxKPnwS=Sfr2F_21Dsw?4*_4TZ1RVl9G6h#4rU61nP4 z;>%dm|MGIa8qjD>rMPIbh_gQg!R>i#P+aCVBk<2!{Njvj?E%5VeCX10H!iE7l^xxK zNH4STP1i90`rGB#=#GHRarPyWGGFkZaLF}V^Q}ld5MZMDzk0c^JJ^5E&qxJ)-w^JG zSCC(KS+B9;U;bAl*zqs#-Uw0KV-g@UJ3f+2!S*Ac-}K~EBl`I$_wVh`%uUr=C}XeA z2uu<5_RD{Dt)Ko^0!G#*NeSe=a`!FMxBo{ey-Pa(^akA3HaQo$A1oOWqxJpI)PJ*~ zOFFpxJ&-^DC;R`uE#EaaoP!e|b8(q}@}JmO|I3|T(xE?;=3C6b*3Dz@X`B1kp7|?; zm3$fy9xnVWc%_C17Oa{3>kE%_%Oc{m6qO$w>NtY>x)Un8NCC562ADr7=f^;0;k{-A zK80gH7ZlF~OnF-h_TFc|wz-W8^$G_BCS&ht@v2^Y1W#3hoKe0b?aeuH4@Wum>W$%` zZ+!w!wFpJ39XszbBX*#HVaL6 zr!To)==FAkGIs}e0R;6n%@O@QT5BtYH4yO>-B~>#@;|O<8l)8>^1?lkyCZr%{)4e~ zuy1^iCjH$bsv|%R`}d(AF4f%cPsLMQLXqEg83pg(m+S(svKu?*+;FMT^9N{?%j5Y5 zX_NnAN>?B>+uR)^7Zai)(=a!g{Hy8hBYX>9kDolUcYa$S2%zrbnvyq2tE?;VG^uO? zN&vc7>`Xu+s_YIGKh}AcfO7pcgU_v)dn6N9W~^3kdjicYi{~N|c|dgX+aK|kH^1Hd zzmCrn-#743@NTZy4uyN=-%O7W8PQ&{1D$sVW(1Pm=Gf}rqC%b!^39B%pe86pHhGf* zvy8|$&)x@-cz)&Du<}M%Y`NU$H`Q@ zpyri{R)bPJ(wzLCA9n8T;Yn|D=P|>cp5||5{n=rX{!H5-%1U>o^1wI)Q+18spEzMg zU?gHD?aTS;*B>slmeXd=Z^o*RFjN8x@*O?=tu;B2#cvLluwM-cXEc?p5d3eoqtlxH zIfq5$iyS3xt+utOaFjmp`l;?(KsxSl@SuRn8gfw7!?1@DaKVx>TJ z3%99N_?KZWg?7pZ>{@*A;OIlnpSHf^=y}MTMXI2C?d7z?r>b^9HiX!!+BsEHXhPVC z$aoX=Z(GBya&A|xKI2`6JOKghp94{*Xe49>uj|%}(`i#n+9jm{N z9yhXA?C08Es|dT|;GHdNi#S>>W1Br%q1M_mUz%Z{^g=L%+vE5zRj`Zd9d4<}k|(p%bN~ z{$Lo9|30n_94gRqO)Ft@7;$zA>~qa8QZ9LROJq>mw!AbRn_{GqNX$qu?r9&iGCEs1SI(E@~+d6V&6el#Um}a z37>3{U6x2C4jtRXR=k`gHfc@JO)xoDT}rsf)&+SbU2adQ>z>mD7Lt+Ds0J9w@KBO4 zKUH1A*X%>GPbcKFZ2f)jnjYQO*)ep8){6q&Lr!tIwT%XK=sA3R*yJcDAZwMh_vM>)0eOhG`Z$m6?k_4DlMTXofTo+x zy{WwkLGF-rR|tJyNtGNOk8zs2#^orj>Ks+a=;erseHK_h0<8zlV4E|BanYoYbsvyg z?XW1hreebqmKlOhUj%h;VDUohDJ_m$1-q2K60z%l_$>G8jUd3Hkmo8i8Iy58R!pU7 z*WC`j*|jz7Ca0p?jCJm_y`Z#;1RJHeLC6{Djc>k~oUpPzN!$Eb zSDp8(*oJgMk-v9s!kcV~4L(zcM-P=|rV`2M(O6_7MY1Y6Zc<{4>$jksmwy)*#L!0m z)XAo7`xsPllCr=*3B|o ztM@%FX*U8ZR7J9%YB7T*S9j)E4)G!L>I!`oap1smG4J=T4OxRV4S@`?Q?SlD#+Bv2 zBe$`(EuHrIMr1%lvq~nbWro#ell53PQfMrmQx88bM9-SACfA#<)?Ung17mbe7_Fhb zZU$SBu?cEis|n5Og3Y+rQUJE=jj!BEo;P^~(`{hS`fSMFZ6|4Dye4~0JcfXt>`#9w zW*sa{h+~UwgP)U}0uINHULvs$lR<-7cCuJK8@2*{M>2q0=D9rm+RQ{?#CLSqu!ZXx z8ArDVN`^14uxZQToMSUM{b6?fBayz{TPy~8j62*9 zaLSBgDyQVvQ$Uw` zE(kZ&|6%?CHONj7=FbJ+x=A{?Z`(RpdzKILR2nuuP?~{(FQY?an2ligk*3Nq1abAE zoV;a9!P83Il^Kl^oQYEH-s}5ypzNsQPJ>|~N&+xCQs6HYfL9Gu!KA;rxALe?SUM@n ztG{yA28|dB@*9x5#7tqAprl)1yO1yME$UqNs9^j=p->bM9BPBX|CMd%4{LmiFP2D5S<u>aMrA+}i(9xU+~EU+VbAmy2}x533+aB-WQD&Wd@ zG#yQ2icIj^)vgjhZ)f@O;~$G8eJ&K&E-{p>s!f!^+EA49Y)mCu?(v*Iyu18j>-N0+ zE{$i@%}Hkdu;}F}-LO7j^R|c*n;|aWIsh9TET>S`hdHj3)%k%NGkL6qsx2<8BvXxq z`eB4yDkO9N^e9ypv|uw8T-HsRj8X3yg)Mbm7v){Yj;>G*{&PT1d3*cwFL0yXZ4ZY$(EB5-+oD2|KiW3 zINYCTklk;m$!iNJG=(x2G{9Yb63WxpAolChAO=@Kh=0}QqdaGm8%lGZbPMv)`>n1c z^M$*+UNTS8Z0ppo}08z$y>W2+5NeDf+551XqJf~E}xqb%?k8MvMoui zg8}#2;bTjNAzvQ`tmvr{>ez9f2ixSNoF=W!Wh}j_-?Gx=ZGqk`?l7yz&tIJ4xpwE~ zFTk)?2qbIJFNNxwsKaxtXj87o1)dhzG5*$7@P9y_XFk+*AegU!cc^29Px~tsBl!bb9F{#qH7u&m4P0Tdyiop^IZuafS6F zMEp|7kCq{GqvThKGa47l*ezc>gPdz)LEv$uN5H0;7rIm~uuOnllZ(>WC4#cP1d%|A z`%29&txTgQ{UU)9udHMlU%ZR=TZ?p3JRBC4kfA?#O6%~0&1bh?n?laCkGUSuCSh#j zY|#8^)~&z97D|F)FXw3DdnsNIK%7)Hk!(X2?9&(c_(RuAl+b> z6W-$z)4XCv;A&Q{j5c5JHIM)c9h_#Sfn=laSHqKxK%yp0iAm!sm+m>n4qYR|Q#NGQ zB#)qVmM{ppd?JIE zrcA{yF2!Id{!11zLPb+MqI`3Hi9~~hv3DXFf57AaREZqDM31n#=^yF1rAG5n8Z#BQ zI1hta*#@AA8cCBd#d&cIsTs&?DN=u2gUF+aXwA4EG(0%*4*YBO= zme8y0qx?b9_No3*t?Nr?);?{W0b5(jfu`3mEGIB-GDAV!O}r_Gg)}&KPES(HGqEQy%iHScYn9*Aoxk1Q@Pyk~V<#%6t^ko~jReZt z(vt)-b=p_`xOAo3xXZ|o_=!2q_&mcLT`ZZ5l5u57oV6cdGV7*-XYmh>yZpAlT>71c z{U`@^henQ%B&X)rN@iDFWiL#(727qo;jlC$-x!1Q>4qJ!mN=(#P-soeRO(Ldnxggg)s%_7xc+I;9>5P7 zA32`j(jDZzMtqXIKSJH@9ZU&$MwHR|_K47(k%J?Z7bA9;0IG zoqWqG$0w4L)<9I@&A8-}i@M<8OUT6kl!I1K@Ok;v|5FZJfDdaY?+-S_tT-Q2 z0T<3*Lf0-{Zwx0aANvi-gYWyJXvm86;$fEXxKp znQn?;m1h(W1rB9Sa4}q_+;$BU3Nie^?Vv!nQ8O6qQU7Y2J=#KiIuZdnh=1WMgzgr4 zp;;d#)$mlKVr%0CP_6rVz4`leWOf<+*pz!6AOJ8M!iYu3W$<5+RF2x3&$6j^$d`huV44@Sub-?vW_ z0Z_H4P%PajTh85YCaei)@7pR|H3;lsA?2HN zidAwooSGcA*Pc4_p;+3H`u4-he}hESRYy=giEztg-tlhJt~YV#O3C$)3Xy?2Cm}>w zyp+^q#wN#HMX9ROGe}QunHom_UV5O%mU1Ipnp~U(jLg>qidra2qjKp=#=7ZB2Dn_h zlkM_&a6gXNu;CwV-a?g0`m%3Wu+t6wmIxYd&MIzU6fjb68m{M`wDPFwUo4m6{4#4> z@`UV`lw0D5IR4`5nW3ClN3Ter!Q@!kDVtVakv$XZE0z-aeAG7Ilv;)4)8}Tm!A$*x ztmVqjD6@CMRD1amfk?~9>$hi0Aizd~J^xL(ru>nRCRmb`l{0wq)|P+75KePKBP^Tj zM4Ez)5WPz%#gH=vB$48fSV9tOE;r$nB-qNgOS*RMiopz*;V zao5;cUjs@%fB+$sq7sqx)CCjyXM;LI{k;JpazYV*P*L9~e(a96EpB@63Q+juo>Zuh zV5diHOXpQS?h(0WdFGGavKi4NHn_4K%XFLW0^db79t3^V$};@J!AOeDpTRDsm|!)? z7E*wu>hLuTs>M~$vFUb$yQ>4gaUTi554( z&6#-{_l*Jt{s>yXpUs~b0SGNFM=Cg$!bG0=w!ne;8jixoH*md22fg}d?ZI6~?+Cl4 zKwXqVK^}qAH5c95{Bx&A?3#*gK{68<0e>~vQD%5sROD2dPUF`Y9vCT|o$BkF%gslg zi}q3_BKsr5_`{7V!y`jK1or`EmM9vbPVv0%DiIOYpC_Mi)jd9xR|6mW#0*E^1@heF zg!`!shRNml>Ok<`V3Fcv=LEXX&RMETCwPjb>$eM=YV@UNNI3 z-BxjkQUdsnN61ZZt0Wp(Hmxa<%{*iuz&NpClfB1D=L#bDp9Z!6%ZZa3pfYxsg|_?> zA7;jw5&A@8RhkcMV(@ej2>(9m{S>7cn!EVHDphnO#AX&>=1K^Eb-pW+35Jkc(RlYV zQD*k*j-b43*0}>CI)9og0BNVBxx zzVzIdhLq!ByzYDU!|}KarF6cL`_s!YRUS9Z9{1>QN0Zl#qF0wf@1g2smIBi|>p0Pw zSo`0q!`nItVx1@-p7Q&!P?1@o-n8^^^(x3$U^-eapG-=%#Bq5Zpldf!xXLdVeSu@h zioCzY*VqFNZvM7QkX)ZCXl%}GQOX6TZrL^Y3Dov7I(m*;xbm!iFL)TPmOYGpd69F8 zyi+nFS1*T@h;+PuQI=HhM%|n;T)@tzl6KIt}Z1&mM9--Vr*B;|nup2e7f) zIL5Jy2%$N6GnNmqnE)Mobq~zZ8$ZjwrkRcRccn+q(%h3?F)}FPl~5>MY#hn~BuO#Z zsOKQruac6+gEo!_mgk zW_6fgf;;m1!W_!~83x^5jOSjIV?-G1lEtrXlWK6~wGF%UvKER$Cfv1haV2ph@W*s;2#9)F|9l>SZoSRhKQlAj# zAw~!J_s4=0?ta33{gqPE?+*kf7#&;d3_Yt2NNzZ_ZW%k|kI}=b8~egf;3?wcaN*-f zDA#<%NwcrF>YG3kpKRU|7ki{JuJjnkIEXl$?RIKhE_x95t2h$wM}kB9TQ0&xs|kv6o7f>n6w)S6~n~{G94ftHY6maf*r(sxxk=9i%C?P zAPi@VnIQ%ksFZHpcr27uiXi28zUTl%R!+4MY+#8*FR%1RCZ^O}FMo=g3g-gE2X{yN z^dw351nTZlK7`i(7;DVN7!0mQE*j%*Ttpk|Sd( zor^x_EiP4GtZHhzEBnir-gHA4yK#PxoR<@l5@7jtuEt{Zta|6AxS6?Mx z414OcOUlbfltQB~(U^SeN)sLmF-V=7^9Cvz~r zD7p5%E(ho4LRlqk-Gv_6oa9gkKUTDQUZxU&WlZ80ID3UpZ#L)lSjB9YNH3d2lJdf^ zD}b_>_8AgJ12M(Z?<5@}8Oe@=m=zh=F8|Dh5b9y7?}6IoWG5J>UtG2B$i;}w@V{r= zV$1Nj=mpN`S5+mcJ$joZJh5O^w7qNEXtU4A3qB}G7-=UVpz49Pl*`QM=`iYH?tx!Q>0JB)yiSvzc+}@LZ*>@?p!ieuKyjy_c(^7Gfq8yd z&bj;)x-p*dlO#9j-(u~&&cVcSPh~zk$g2STLolcFR&ut{Hy7|rx${l&@-q$?p+L^p znBg&f@jnK>W9*j_s0#lWoS;c`B1Sg-=iY-4yb|vn5v-q%()`^dd4}W~FafEqkzyRhEv#RrTe)~;v z+*8z~)#rE^SfLk##P8?f!S-l(F(>qEwMvA=r7t<{GIZK-({V4*s^k8H`@`vP#!H|s znK*3P@b$<)WQ==mZje>H^@Y;w=K; zJt;6l`S|a_K8JHBEBQ8)nDbYHb`st}PxF=3ztOET*iA<)jY9LQy*?2)B0*RX{r^7y eFmT-5OrsrT;%J>}8Jt delta 12899 zcmYki1yCJLur?e>fZz!p+@0XTA-LPY-Q8Udun^qs;2PZBEfCz@Ex5b;&wKA*x4x?G z*`BH1n(1e{t7e~_**UHKIW6A+r~v4Ij{%AP1lXpay&i z_*#dCCJ(T3A@K7fI5|6-7}y}Vr=NH)S5R<8tv)><@Zl{mlTsW)BOxibmh3i1LO(-U zxS>YSf1G{=I@MLQS@(B;-`Q_{lt*>|e_3>8zE$*-08*qk~iQb4q+kf8pc5|E5DDdYctzZ|& zNFPh~mFSJ)Im<5b)x3TPtYRO2(wsU^>)DP6WP3epGfN5)xEkGj>Ho+PBZAJ8KhurPK#WQA?JQAR-E-2-Xry@iXS;4Sgw(G{ z2Z$4iE7%BQ1E%*Pp>GPB71U={d+YX#<7l;9ojNV>?*H@kMWP0L@&$_R`^VD+9a zzahQhlO>St@yvn}Gg#j|x2*-n)UU>H0MC4>s6pIiL&&9+T64^-R&@GKKf^Aen_N_7 z9j9U=)*Eha4-R^7@;1z`9b*WvTe|@Q(ra;w5BAh>Gh4~ndy@f=z!`-Q07+$PlSo)4 z^aVAiB=6QOyX5*3PEkeUmAIs28?S_4q)5B4C4{}N$1L(8IHf0kKX6EseX}mw#liU6 z^Pn&0nr~!0U5@c$aqw17t}yxDzleYfwYRQ^w_k#T^o}Uekvcp}&wx#SsE_EC_}*;H z5`QzRD<7x1f1vPJ4$=Hsz32)k{C9*Fk1WXcWRctiX@=Plr{MxUbe$wCEBk48yp-h1J4O%A`skGt&Z%$lZ78+kgMiu`hUE4#G=i7?) z1J;{+^__QZT_gM0a~(u70whoXD2SO>zHTW5o>-E%n-yB@8*w{grA+nGw>LvSa!tK) z0vmO(eM&DYfxf2#h;e4t#9#en{JeU>*!eM5T z8T`#+0fh{%>*Yg0vFQ$#tX|(!HQ7Y3ZEXEO+DWLiy>T#ihZ7Rsn86SoXSwgqFhefd zULItzSBe*vr&c8xglrhqv zL!lAJH;a}2fo|55IBeMfb2Lzp*fB}HU_bAf`ug95fJ(b`4;=&h$<%%fzAd*zQ35-f zgQabd#NnbjiA&~AG>>gny?&m=Z~JVB#tPTyz_0=Q`J%mSZbgy z^#;Ly)Z$L+tWM1{!PGMhqoyZDq2ZQW5kZKHyhLypjG?bpLU#)=$i5~i#Ms@23q_(i zetmhlOw`J}6pHb%+6zDexy?Ggp**F7<%W72;Wb!DG9pn{-y zNZ>(-v>c!qp{w#0+S3Wr;#$$Baq7~r*TfLjeayk3q~XIINETtuwgTFD(r}K|Aj{Ec zekGd*+hBblsS0qQC`^Oj(XpdB2hI=BKCTF)R{A7IvraXg9Y!-LK#_Mk{cDnHMLHU?@SjUt${I*8w&PpW+FGq zbrnbj%i~|}a|FiTpG*pQG^&nar7-1k7F7+#x{z_5IRJA$V@_zdjB9C3@RerpR1cnu z_7CymTn9sYF_i)o8<#?+<|+d{PkE8d#@(=1h0Anq0KND6$x?H%>ceH?;S>kWT_?px znB{&hT9-tUSw;T{ih%Ie`9R4(<>mfzM=r+to9wm(HgpUp6|%b7@({4DRBhh5uVem9 ze=if)JYfF|B1uL7PS0?97qT@B zFgfdI1|tpqs8zk$OYdegd61J ztfZwMF;AsQLuzP*03#9lEiE?uRrpi|VE~~I5MNxJifhHrXqw*!iydZyA^>RsjkJ9V zw{*aQWerZB6&peP(zKUvEiA`9p0#BW2CkzB=^;eqNuCleu_Th{b;p|$`#98t!+$sw z=gqANag_=V1L4JRZtG;7*SK0=eV6C(+e^t}rIKn;L$vDKopHUS`e1f4az7^d>V58`nV3ow;X*bLLaP7g^LgjnP^H-3Y>Q$|k zG}>sJfU7>sdsw0S(Xs7VtVi`TNgWwVZ1Bk#Sx-{}J);R1X!BEk-uz6G&eKb7o`fb zr3@IUl_oIGhrH#GvesOzyx(UN!N1{(8RMbv#uyV@Bq`uzdioB>#STi)HEkV&)G{lq zNQX9LM-qkSGYnacx+VPFG~uFe|weEK!M%eDTwb_;nC0E z|2g_&`(n)Rp!wVP<-@5`8?#g>sX)kA5rltyn3dasIwD24 zxuAB>mpBnel|YYnuDRYA6%!RD!j|*O0uQ1Q!D+t^>(UN~!n?MZ-K+%nSW+1NBy{_8 zohak<9m2UtU3FQIWX_Q4MydE-b(Q?VJ>FXpVvS~IWXGO36f~~Sf%}}=US!+)kTzEu z*q4C(LjAQis(%8>^e=z*caar_QZwJ#ALpo`Rr6{PbEq;)QM}V z%AsX5m&&0DX(A(=3|r6+=an;)XH?Fr-y9xkQD{%93P+IkRXWO6HkkcR4QziIN=8DJ zRxM|n19|8|_(}>-I>lI(kZTu-0puVp$y~TE@WY}eG%h-_5=*xQYD>2#=?h{|xH2{K ztbI1Ad=5V}W(94v5VAk#D|YC5d9xz4+)W6XEhK2%i!X$ev=uy-^urm_>ofK#>l*FM zkXX={F_JYI2^C>=QvPfZ^u$}`I_v$^WYJHaR-k|F`$KVp1|X(aks-Bs z{wvr{r6eK0{977~o6w?pZnVj^9tqxzZ@fzD6`RL&s5UFB|L4d zE9kR@$g;!T)NKhN#mw%C^OS!rQ-ZXZ5qWDZdCL|gt=r4w%;d&291tOZpY~w|TZ10FG6r)W)Gd2a?-PA7YL}zqL&|nL{vGZV5&XWar~O_l`AIwT7>52QsQtV= zVzJkk>qr(#U{X~m!Apu8ODNFvJCv%*|JGW0jj+0En-96gq&)B5Y1ri@NjTw?fJXOh zAGRpB(+9O&K-qPo0qJ}^MO8Di$n?WiU3`T*jnZj8NU*B)(My_s5;ddl1g^LE9X<7} zLzJt#dI5f-HnJxA3{$D*k!Fvrd)1!OHtkF)ia{LSI(@sKSuze)7^e1Z{GJg}OfMT; z*zt@~>qh?rv=Z+koG7rRigN>N@kfF4>+ppDAp%Ws1xvOhz&6ozLUbe=2L3X*%q?r* zRvM5NZ6hnzG8T>1$U#UM$InTuI-+n{`f;;R>3W*x@c`q+In0M!R3IZKOKwuWa34`l zaTl#J$?V@xxl|M^!c0WnxMB`V%%fh*mIst3dL2EZe!@D?Ip|u5~Wr+ zF)iA8#RdW^z=9EVOZ=F%Cy7krO;5MFFjXF#lk7u5tE9-Z3SA6?;kitD*CW=MARQor{XNX2}6{P6RIH=+ypT zn>|}5)^xOb{9*s?j{UDct%Yjs_UwTx4rh@TIAQdl!A;Si z-}uOB%lL>tWuU#DV-o{GRF-M2&+DKRBnKvwlIKCTE7~G>V%bm_hwJpKP=_CTt~h-XC1UnM)xlunwrz7HKAm zd>s4eUfHzCnuU@5brIn)%jqkFm)J%7^f3#-i2W#$XU1u3{cqlGtZ(F{EnN8E^y{Sl zI;}2fuq}I49y>UovL?d(v8j=e1PUeMLi#FD_j>av&E`vwcl<^Cu9Z!jURpxI4;jUy zM%yh!unFC=j;gz&u6RJ4_f7y zJ1_RU2rDT~|C-kDIwG|v!oCM>#3Kd!UEg}7q-Pkv4=q_E_*>(@*}F8wqxKLtqwvgD zwBhy`E#Gmt5X3)w8N_6n3Hv#5VEOgvH_tF4&+oe1IV<35A+&b%oF{FG;oL6(9a;O* zmjY)x;jQg8L}SnIg;V9}_gCRbtd;1_1 ziRHj3k5|zncHKm~Rh`oB^KO}`(3<_MxBG{JeXFzhyVtDI4X37X0;TA-ZUt(VYSj(D zZcFi*l4C2vh=*|c>YKpfLK}=S*$E!h?0FqOjB?>p=EsuQ5NZC8B}zc~04!W`E(I1D z`d>ZXRpt#aN|D&5(oc3d5``c0p0LW%a6uSJiwZ8v#-E)dS;|^=?bM0**x~J!nKc}) zog6X$U@Dv}Tr#{~7@oDh$MTBQ3!U#6-trzXx&u z6TI%dZfIU`QR|GDjb3b`h+ogc`rs3-WOm)FG>W^uTB)j6cn^Wp4@0T>D zF!?X=!2a_EItS5dcG&305@9(+R=pr7qK!_|$azaR%#K~^}S)3eL`p7Njg2{5q zWPLDeYX~$hpwb#Ct@`g8)K}Q3FB;XTRU5~c6K%(@(uk-_4)F0>7knD!5VHDQP0_F^ z>T(d=k6<-uL|~)7MH68nj3NunA7IxSRW-oo3Rn`oTb^dd;46dZMK0F2`hTjJa*YURwL8!pKp~* zVpy}H+)aL9Vxi2srp3cW5_DFW#7)Ovp)>EzyW$8?rmBSxmp|ge9ubFC&p6O2$gvgd z<4Lt}Gtha0uz_f3=O&x8<>^K~^U>3Br{{IA-#*VCqc?6UF7CDLbv{u+Yc z5RC-1F%~BS?Z?$ZoQqX=#0Q~G4j~#RoAKX}=G#IAsXWQJjg^M;x(JDy+y*nJtuP;ma^!g~VB+?k6zBi#_SOp8>S_UwaAiWS^Be!@V`%o=^+UM-wQxyL!M8 zc^)1!Ny+yUh5xXWyW)#Lvsi!cv-1TjZu0V7zs*^_ z&be7Qc;6cF!or0$tVZt+&(XyL}b0E!Sui0;!Ld+u+v z)+oKbgY zO&zMb|M=uVxoC9up0GDG&d^HY6vYv(gMZdnu z#|vp*%bxZ6GoN&39-%8l0^8aB=QRrpv%WPw_5#zfv2~NNXo@!J7hS6L(i*N^YyX$c zR0?f0Frr%I)P@mQ?s-}7X6DfIphl9ATg`2+AwUJtCKrrmRc(^YAq>u{#NuI^Tu#VW zUQO{$=<7o!Vz5$USaC3w>mX;r`Uw8Bxf0{#P+b2x?mA3t_oB&dRB_{;DBn5nw=sT0 zysCG*6<(ihMjk_VQe$faRv|^Tt8ZArsFBBg+)oGV?Y1H|8Jbn27R^&oJY&%J!B8ze zy1Z~eDKge;dUJNRYs2$PWoj~dhEAl~X?^dmIa;L%X6Z?k^F?KD>ZuU<3+S13^AXbD8 z5exid!x%D>*0W&2ywvI66aKA6^C+3pKgAoc_FpdRTWgAh88$1rV8`hwW55e)?S)la zXYH<^>^!%tW0Aa2W=~;x1W#&t#r5_A-ou*Qa`I_4Eoe0k1d=nFE(-$>Lm3JGP(;;v z8H5J681}+(8-Ca-?>f7LIt+9N*~zI<_`UV{Mje2$PG<*&<*@S!Ls13?|6v;Cj~D~= zR}>IjGpg_uM%-0`%hUr)G%KF9-_mIHOWqpJ%!t}y;^h~IGt*z1XFJ>zR$4IDquou0 z;vN^b+!e!_>Sguozc!mPRxuei_oQ{+mYQ~*dKC&hp&zM&wD1MiG~BCdkT`1RyhyDZ z#sw#D429=z=KYoxO(na?iL2uiL=OQ^i3FpeM1g)@hx8NlFX0c5*1x-1@S?ofgE*~X zNSqp%iH~`je%nHrLYcx+jyb1NV{8cVb2vR*;?-V2goguxLueZbF-UL{VF4;`{^8r< zmU7iZopD~h+O^`@d8G-zT+We|kIkhb;FHAJ8ltY35V?*KRd+2zeVQ;kaM6JRC*9Of z^zodqM>KAKv2TQExE?TCmiEtL44~LR$6g)XkZOyG1k6f8t7xw|+)A|K2q^D*RJx9y z-ZW%1M&rQ~$c9h-Uwcrpr!ccJ9++Z*F?NL}f@m;+8VgWZ^~UMUiUp zly3G+(3_gggWy$3wb0%fVbC1Jtr)p&G5r_?eeVug3;Ax3E1Gy%rH2Dt<{YoEfbQdx z5wge(p@uD`bWaiR{TK=lw`)5&r(aRNefJH@^J(+XNTQH$&NS(j_S~LCD`nSRnR0hv zXVi_2gPe*s>D9Z&)pk!Y4mNv!#loy|52ER2mtK$}Nwt84VQ1p=z{6LnNutgmaydA<2ZN5Bjv4OjQr= zoN<=4%-He8!r}_e#en;p`dto^+f9ol0Y2zvS2)Sua z)efc(e@8qfAnrK2HeH7|i@mhXPTA4EQ)HH3*51BzfRbEi$4p{8E#_`}T2t!oc`i@f zu)dc8^xe_3hq0z7tTLJ$NG)>)sE%Z#iLkl=i_o7Q)xw|- zTmQVAweHaXBPEwEqI6XND2Hiia^ydH)6Y4VxS5x=IrAJGk0@(mHiM)-^HYwY=-;P#+p5jIf7P6jD|Q( z^193|ml&vIk@0iCZ*Nz89YYA+gwr@)|JF{xva(5mydKNBz9EF+t-*P#=ZM$NG&;%L z8^29;9P*(A862NMdx*WGJbcjgH+Hca^$DQm_^eLX4klR8w{393?;}}ZcVq07;9hJ1 zK!=76fC-c#*0xQPiV+`)sSPXBDItz&c`4zl7=!^DEn4#an%AwvG7uMV*gx`;?04?}8TKVih$8c~ENXU=TW1FSmH;Ju zY9U;_P?}sWcJbFtSIr2i+_q;MH)02uWzM2Oo<(r*z3b19p6_g|PYu1e9u{;6DBm6B z8CUTu9+>Bkfxpg3y$AbDMIXhQ*Gaj~R57_(x;`9y?^?TXReiV?C325*7+M=p#H&3k zo!>yUJDS(4KWcVHudl8VL{vIUHo9b%TxW~pT;5H%EtblF?Ej0~);8r^-R`vPaZ}CC zgo8Z3l}ZS~9R;Vmy6MNb(mp|3jsZcZ`elO!mkGc3`hf4HOhG3S*QPR0Lk{MZb6pL< za*RNggjR`5BCdoS&&9AsHi-devqCv+76;c!q+HTU*quS7Xw41ViLo&lPKVt+YYPPu zU*ff2ywF19xFfmFA=u=O&~qr0IiFuKzn-ax8HUzl{Lu~&A@t5-LC)L$`${p>4|zV^Ms!n3xpMJZJJVj>KCPme*_b9}F=OH6?d;qncO9uDRaZCQB~ezSab{F&tCYi%bZqpOG~SoqE!> zxv)aYUrH(^(gDufL2U<#zHHbSFSL6>@ z3ZH*^k*!?Vo|E2(6!qjT1ayYPRgz(~9R>4INB7lHw~1Rm7m&WP!=>T1Q_YU#$@WCk z=8jAC8RabP0kA-kY{alku1B-E(dE^vxu-ev>npnIq9ZqUQOpV_fogN6cT6*Q8Qp^G z$Huf`fN@DmP;-Z|f3<$BpCdT84h-Qaq~JSZhv-9RL%tsl6dBv)imZHDo^IOV5&# zfHKwQCH0zx{LN;vLrkFB;7!VJ)^h9IQ!gvBz9FXxT$eph|KIh~g06S{2Fooz1AeiC zB7OS@#>3{o!0(H}!7>MB-tH#^V~wJie||Nl#lw4vz zsf;rhl%FBO7L%{)?BHst6P&CA{Z}xW~?$#V< z0j$U`S|_v!Ku%r$3cPChDa7C(L^NoX|Y@XSwRow8keO(ivhr zWjNz(XaW%snP}SXnZ2jUT=m{CHZbJPD5`!AV$@3@nbh1NZcRIzH~}Ai>IyMLGn#Sw z3+&LGe41=>lsGnAm#tD+s8xj=>bC0AZ0;SVRPfHdB8zi!`jRK6F=QS5LSBga%1?%y zC*_!?U|*(K9y-;W9d0aHK4tJ?datS(r?gaU_!mKu(P@F40#v$wFX?%$Wznz7Ox`zn zM{@?BEy+MM=Vgg4q!y3AQ%|?6TC;Lk0VMlUavgj0_|NC^6dM|-x2#-ix1Ucgq_#^1 z;9qKAEw$8k&M-XeQgpqpPaRgz%cGwir(3u%0-1I;ZR#E<8mf1GLRN*sWiA7P%kN)v zU3qb#;geH?36n2h1h-=2RksSOYs+Ta@z+Ol)P2C^v5S@WC9|EBh(OhZvvBOS75__*dZ;9gaa z`1eeCUL}_F(1mY5eWAKAjA|#!HR!vhOLSJhUU-5y(Ka%xjvty=6Ld5qHOd$I-0#}w zjqX1}+|oHI0!3`?dX>3|9?9krfm_ImvuuUhuC^54k_IEllz>kNq5@pXZ2nB34AFEB z`&yH%#m#Q+R}Nm*iB^{Je`4<3yBrx$nY#rYJj}sHBKjk#nnnz`3 zVoB-2;ma`pc7n>x_RfEEM}?WW>nZ$CIcy;?#SkQX`@eDkI%+9V#jvS3#RTJ-<*lir z`jUigvEl4C%Soec1oDrB1~DE|HoyMLQ{S$`bfC06@zksfCUC`upEol39J+Aqyih`+ z3;B1@Jm}T`Oif@!8s#CkGR*93Sc#D|Wq0as-MN_@&2EEFp-i@8L{*&0$kxIys_UDY zIBYN_-A;Q0q=EGg6W}|RwN^PFTdsW?YPFG7_nAZcFF2}v&k#_Fh$`zTD)Cfs_G*^q ze#7j3Z(KH(`ZNhiK{1lq4*ktqeCF=Al^=;sH%c;W$*=JLz(Dg3L+3jT#@|lbF}V3t zdj5mq{)sVJOPAm z-6o~V zm9gEHoD{xTl{|kXR@NP!^K1ORNx*lz#=VG`tE0PMb+>iii>P}&WBdF!cT15u=b?9i zjNoDBH0NM;x~j{`hsJ^mS=gri$N=!HL=$49NPw=?H%CvJuf?Kt(wnYibenEufYqiu z**vcu)0c>8L$?^(QhDyct8G*^^eVrdnXII^&Bev!l7jN28OQK?~H`s}qe>BwAu ztJro{kLsJ&(q8?F!d=mE+IB+z0vPhs7vy?rDxPu4L5Kd-H-}EznRSk6M<|1oe&!IK ziWD>CBzFaqx0{pG1d}flN(x{N#zEGJV?Dv-!IKjB!98}-#^?Bwjp-2$zP~wJN z%r)@NfKCqF<_%#=~K-`{mDU1!x)35 zV6m@QA_T>Jo10={0N42ltN!=QPckhjRJNLrt5IQHem*lU#KxXGEAeE=EgN0y^&uyEKg#!qVNr5-Ml)ORE^Chgv=4bHguc%ObcqYFcI~ zi~#c4X2oFA|)fuQ(Ll5(8XDOn_Wap{Nuzr2)c{f*>+M zGG+HuY8xG*X*Yf{;*~x>y>DREXRK~Cb%bGkt}^0WX3D+F0F^4-xtPg03UMm~f^Uez zpu@oh=LMz#yc3gk0+M#9AAgZN){h`-+e`kVh5h*EC^tHUycr1vEDe2j}FmJER3qdA>A>S8zIcZ2+q6=K{)=P@;-7={e zC$SS$vtM`3qAsVp#R{U;rzj&mYM7lW9mL%R)|hK-?czZn-(xAGIx6;atb_UySAYE2 zJ{nVBxWXq~RrFV=&m`98%1LJBdl5=Jl>0Aw+PKv5ywh46fyS$ph0Iw(chG z=U9Mb!cN_#O^L3RRvJa5KETqfF=>Rs2x9;TurvlZzwgiJ@NhrCNIT z|J|JUmoaD$HF$ao@S^G+!U-m8eo~iXjR4(Fhh@Yyg1Y4GlG4h2Bt#dcbnrC2$9vlL zfW0d5*!#J?p%sYJ1>lYbPZx(@7M`Z?^vM>@%eIEAK7xVlaBw4@m*Ly&G zii}CB#0Kv!woxj&i?jIY;k5|PRYJa#ytqHep6HLJC&E%*CUCsI0Libmcpd)2Ba4x=?hI1d9VN=8@O5>avH|S1aS% z3A!JxBwt)&fTw(tsUv;91K+1Ia)K3#_wJ32sso%X>2Lb$)?c!TT`J`P#R!dHp%} z`g24ap)=K8ms5Vfe)=`RRx_#=4Ifl|-r1179RU>|0An*n#$iwNPQ%a?Nv?AwKP4yS z^DxPJ9?PyQ7fO!*TFk>H{MW%r@*f7ehE94*lzgbW@vqyur&(jM|6u^|M?YczkzoAQ zn>T+!cv$(Am(&TGB0y{cuKfQ?c~81Gfyw2oJhe`#DW2&SH{^I-m{LigF&#W_a=;E$ zB|3B58oZHB9c8zw!4d8Gn0H*m?w`)aiZ|cUzk_h9d$al6kD5({z1seGLwEWoBYyLJ zFe9b+<@m<|rSsk4xbzAmoAjNqTjh8Do|h@F1Ht##6ZV?k+C@A+w}4${UtnX6jPu0x zA^3KvZhD~qiX8s(=KXKc0erFuIaQy$4HduKdp2z6-8cU$@_J7ONACO3W9xM4RX+>I zAC(&&JD*xhLsy5_&G!@tz{!9PXZth6O-_zI;_ZWc^%Kp1M?mx>{v#~Z&#W8>6cnQJ GV*ek8B#wCi diff --git a/slides.md b/slides.md index f8e496a..095e391 100644 --- a/slides.md +++ b/slides.md @@ -24,21 +24,21 @@ math: mathjax
-この資料は [東京工業大学デジタル創作同好会 traP Kaggle班](https://trap.jp/kaggle/) で 2024年に実施した 「機械学習講習会」の資料です. +この資料は [東京工業大学デジタル創作同好会 traP Kaggle班](https://trap.jp/kaggle/) で 2024年に実施した 「機械学習講習会」の資料です 機械学習に初めて触れる学部一年生のメンバーが

-1. **基本的な機械学習のアイデアを理解** して, +1. **基本的な機械学習のアイデアを理解** して 2. **最終的にニューラルネットを実際の問題解決に使えるようになること**
-を目指しています. +を目指しています (講習会自体については https://abap34.github.io/ml-lecture/supplement/preface.html をみてください) @@ -193,7 +193,7 @@ ul li::before { --- - + - この資料を管理しているレポジトリは https://github.com/abap34/ml-lecture です - - 誤りのご指摘などはこちらの Issue または https://twitter.com/abap34 までご連絡ください. -- 補足資料なども含めてまとめたものを https://abap34.com/trap_ml_lecture.html から確認できます. -- この資料のリンクにはサークルメンバー以外がアクセスできないものが含まれています. (oj.abap34.com, dacq.abap34.com など) + - 誤りのご指摘などはこちらの Issue または https://twitter.com/abap34 までご連絡ください +- 補足資料なども含めてまとめたものを https://abap34.com/trap_ml_lecture.html から確認できます +- この資料のリンクにはサークルメンバー以外がアクセスできないものが含まれています (oj.abap34.com, dacq.abap34.com など) - オンラインジャッジは https://github.com/abap34/ml-lecture-judge - - コンペプラットフォームは https://github.com/abap34/DacQ-v2 を動かしています. - - どちらもかなり未成熟ですが, 基本的なオンラインジャッジの機能とデータ分析コンペプラットフォームの機能を提供しています.これらをホストすることで同等の環境を構築することができます. -- そのほか何かあれば https://twitter.com/abap34 までご連絡ください. + - コンペプラットフォームは https://github.com/abap34/DacQ-v2 を動かしています + - どちらもかなり未成熟ですが, 基本的なオンラインジャッジの機能とデータ分析コンペプラットフォームの機能を提供しています. これらをホストすることで同等の環境を構築することができます +- そのほか何かあれば https://twitter.com/abap34 までご連絡ください --- @@ -222,11 +222,11 @@ ul li::before { } -資料の公開にあたって, 東京工業大学情報理工学院情報工学系博士後期課程の +資料の公開にあたって 東京工業大学情報理工学院情報工学系博士後期課程の @YumizSui さん (大上研究室) と 前田航希さん (@Silviase, 岡崎研究室)に -内容について多くの助言をいただきました. +内容について多くの助言をいただきました -この場を借りてお礼申し上げます. +この場を借りてお礼申し上げます --- @@ -957,7 +957,7 @@ $b \approx 126.12821494344632$ - アイスの売り上げを予測するには気温から売り上げを予測する 「関数」を構築するのが必要であった. -- いったん, 今回は関数の形として $f(x) = ax + b$ (一次関数) に限って,関数を決めることにした. +- いったん, 今回は関数の形として $f(x) = ax + b$ (一次関数) に限って関数を決めることにした. - この関数はパラメータとして $(a, b)$ をもち, $(a, b)$ を変えることで 性質が変わるのがわかった - モデルの「よさ」のめやすとして 「損失関数」を導入した diff --git a/slides.pdf b/slides.pdf index 7f7b5e2ee893ebf2efb2aa399fc13aaaf7acf462..f0c847b45a9651a2cce1879b0aa248c5d2182d51 100644 GIT binary patch delta 47483 zcmb5Ub8shN6DJ;<8+(&%Y}*^#wryiJ8*glDgN>);`8}yCmJwf|e&)waf>c26cLrq@vWs0I zRQ`XjjIDr7=wUO^@pec+^$o9k)v)_*7n$U(8+f^4`*=Lu+<4!ge0@Ft0J@GZrI2%E z{=MD+-EVj2OpYHsg?M1ZWOzFtcS1QIH`}WKSI(mg^7Bc1%w_rhi~A!}hv5emIHE1l zJ!<(OYIoP$XfCtRT(05AbLcGM<6O#K59MU_hu4b$mXgTOc-=Y+ss-SD=c(Mi&X1smTM#|Mx2A6%*B|J}_1t^PJa)j^@UatTZ&8@Wkfz=w$gj3KF#j5To?%wM-jv4+>A`BhU1; z!}DXwvT|=uw!90lZ8o^X$mqn((6Aq$E6VMTN>0^u(!YFMGJRhkS~cyw-_Sq&nfvz7 z8vcou#2_Q$7Y0i8Vrx3DcP~5yy9jb#Y^vsqSut8p2?P=QPZ!I5aBv8G zhX#l0(w_$dIG-t#nlx+Pt{Keq_Vva8#TtUD#2r-qBGF8y>O`wwXeP{XDqo3Ry%*|T|_3=;{IXo$ASJCfpkHOP|l~tHQ z9HUywz%e`=axv()s!cZ=_v-n~Q|a1g9d9GS^O^er_}{3Dl)ck@e`neH2Kd^>Nd?ym zj4>!zFWnBW`JCS}FZM$_Cskodt@crvGm`1xW5B8TDqODkmWM)+aoUpLDZOm9zM@}C#1|P&JJ(DJJobe;#(VD`TX=$}j?F+|t zMUkw{l(Hd>bPK#-WidULt#_J>O~0t3Ej(KdQvAEPPE)j@HsTGnnBwU!!%tL<~s%d@RFv-$J`mY-a~ExfNgW^J@ zA`UCiiQ3^r!U`SF50^JIQ#LA`*-HQp3-yP+dE+`r7(so9KN!IXtL}H3GLh&2Z|t=< zfcE1Kn$=2~7z$6$+8!=hh?YK4O|?XgZWr49ALIb|wz0G?(tPK7z%q#t1YDHu&Xagf;GDSn%sKcJL_ z)`*FqfPJ^4P`5tI`?X|~Kq42BD-ylJ0cj=JyJ|i!j_rNVyj2c>!q@zu_f8&eMbV?hFXSgfHt^W;LQ!#n* z-FA2*2_`J?Ju&&VC-RK7mHHO~VkR+SnDUmx6e-_`gW(TTuug(kHkTf{$0#5H~%hkN%> zMZ>VBgNrCxR=(BRZA&jhcDCy)*X6t3^AX}RXfjx)iuoBLfUv}6UWts{2LLNmdimJ} z&R?5BXKg5q_!nco_4)*f5YlCQ1uxDHLB45^_T;^en%%po*T7~xC#W@LnIP&qva(g< z9O?S&-(vSFdA=a}E<~m6SKFk`b#dZpqUiT)H~Q8dFMm(}xDkA(Re`0m%DQ_{33-RR zEv@Q)|HBXOepUO2?e^xeXdrdELRUQ!Fu z6N$b8=j=*!0E5fHOxbv{ERrC^g$^>>6^WZXe7j``rOf6+Fy%_6+=Df228ZbXrl;7!z_4(ez z=P#57nwlbM=^icf*^@T^@A#~aJ~&VLQNdQ>zltsnXR^iy=pMApi6 zqC{TsTsrG@XXQk$1ulk)=@uN9`$3-0oX~X}Qx-Dqt78rdjlN5)ho-LAjn5`llj*;; zbM0MuHak}SX>ta-LuQV<*~2y9T@lmRADo4$ zWty%Y*}6It6i-&XH8(#rcXv_f7tMVvF2BF~DqP>hO25ZS1E1^v=m0XM-#=bKw->2? z{FpK;G&V>&o;#x>xL)#^K|+;t{6A+h{gRjkZg>q`%q4_AbOvbtCFr0dJf2mjxqN4e zP|wd(6pT$5yG=+!M`%ML2)!(2+50g71(5kP22dZf<-B;#AJ^G2_Fc=SII~xbLba>d zb(wt4%_`8Qx<(WZOt-HDWc>)b3!6impWIA;-5;b9=4;LD9wW) zCn9<>$%H3wNR}28h4_}cUlhRBBe)%@F2cf;^b`p#s961qB znO<|Ny71lq#{&3Cu3M6K;H;(&mda-LC>n9N+-5->>`pSy6PDu>6r!1y9cMyqX_8FPL54itW<3ENG&0W@QdNGF ziaLBGl5$!umt(ni2qb@$s&<~=Off&YDh|}!Zrg96lNGPIG_N)cXdQngI>N5 z4B)=8M|XQ>LI#zW*ruf^Ge+jkTOGU=m?AARmB6eU9u^*cFXuYgt_zM&@+q5mC z5Ysk#J{EThSP_`ZIIbrTwEQ{$ zlkNkNT?VS^-%-gE5vtsU{8j3Dtj+aLoBh`l_kX2%$`n=6Asw1`+nIA)W}gG@1oMlW ze~?d-#t6oRaqhAL)Xf+eLJ?A8j_(MkM_kwfRw%ZZxZOo@j<5 z1TcL)Otm4>QpEsdnb4V4y7N;e({GRkPLa7T!NI*qhX7-`yd#_Mv)MZmiPaNP1_+%K zF@<1O1RVFmZ=1jMTTwy`EzU;E;hj6y+$9dNB5YEq;BW5>%QjWq`hC&gZyX)@1>r^t z_&7k1tAis>rkL_lQrVH1GpG^Nand;2!0oBl^q|g&3hhxsa@7}(naS7AqO!i2s6RgH2hiyNb%?Hu+sJJ^VXkIoaQ0K>RwP>P0In zwU|Pfe_73*N%V~fHl0Nxm3n7fkcCWbT4l{Y@Z}QHb)vCM$cRU!tE}^KbBlF!0Z1uz z&3EQ91e%AHTd|W`_-~+J;vL7JFgbl31c?Ro?E0?jmY@`vac|^eS-=-j2qpP$@g{*) zjd591GjxPw^2DRht%kNwZXp1V*7Yu9 zOYP#hd`;3pkeqaJZ(?owmwgq;{Q3*XYUJr|L{-wHsAxI%3GCAL}N9mX|($5fFp*;adG_#3Tn&IW;+hayh@s4XYyzqfc2?Vah6gY;f< zVOmhZ$pLRd{)!s#VNKJxdKf%*#dhRA0};sf^j;}rO15XOUHs`Wi6Y^V^q`F%x4TdCkqd0ofq zzvVYyxxJF=EwPyo+T9K;!B!dPSEce>QB7_pDU7lVhIoHZjVaX1;Td05Lw|izkuA6?o!^MP<+P;=7_Wkf!Z9(;=7m z8zH3&>l9j*CArEPgx#xQ5n$SWQ2G*3%ZGn$@nfx2r|z7f6X2S5_x~s-K3de`uiq_d+|Ob z{M`Tl3=m}2$%E>vG6FZBco>`V70s8KVXS@uQ()r@M;O>{u|Z=}=SSe+frmcabNksC zvsEC9Qc^{(ls{Y&@{xg|c05O@ST>>SGYrHJCaW@z4Y*dj^k!)?w{z=oT)I;8d+X8c zhmz9_2?d3i-DAG!XQV4z-D7B!Pptb)cIB3)m3WMsJNsDi(`Ye8OP-Y)ej8(tLxB8w z2~YP8oVd2Vnd4hkh?rJo-KsYlA^&Lh|8j+1C5lazKWvghG^D|wnxIy;@q^Shs|Ix7 z|HAOkOlYSxaUL|j9Nwk)7oYyCMB^GGpK_Mp(ihI`4&>K!cUbjEg$U8DUXY>*p-&lq ztr*kI;B)EmJK9iw`bzTnTJ-dGp8g%2KlyQx%2FYS0dVW``S4T|lJQ?`{%ak<*>+o{1-T1`%3N=3D=-W*75 z5||&mN@BHC{P8gtTI#>FT*xP`=*FX|cxHRwqr3a4ihU^t<@6I7_`~*e7i0<4JJoK8 zuWwr}=u|n*eg--5GsyaXY9L#+EfRZ{FP$s^?Y2Qwy$PzY&How34F7^{O6odzHdk;7VrhZ+G9hz_O|S7Ohd3638O`q=@QW@|LBa!O4{Jk*TRN_8%_E)i^JTRY%EifXn=&`XsXn}-Lx#@7gK(A z8WczTXyOodGP-lq5sVNjWm1y%H<(abbNPTo2OMk)MfiI{k#)amovY1kHMr=)fy>qK zibE3B2a*=`v?2>QH;{9dUt%c^2fQb&cjU>Qy61S}Ar1fs@}lPWA?>M@=zvQDd2!E} zn1PGW{l}X^o6h8gCVSP{dfS~BwqmUsCCn|Clk9d%POd1%Ud13Ez2h3|U<%HSFM$h# z@@rwuRBWMdS>hRPCPY47Vgw!`8V;rURlPeF_MXO+Yr1>xZDJ!H33lBwyXJ;1yQp^S z!n>NBec>A~-!ThX;t8Gy1Rryv3BEc6GkRhxJ}U<jDu>5kv`iViEx>O>Fm7^qec9 zSed(CUE-`?Jisdy) ztsBFP5KN*78vj&8R&0CVZp24Qa|xDn0&cW5B&Xm+uU3Egh<4sJ-QtHn< z+Pc{ByNWiRd^eam$k&#{U1CQF%e+K25@q3-X*e;8Q@Y)$Xbz5jB|$jMAg(9AlL?{m->tz8DAupl6ii9DJeMt z1ZrWTAUOxhg<>8v!i`qfnP-ttnqXoedCV70POX3??3MuuENSFiKJ~)p(nQj4t`Mo= z^(o)nzyaB5ZvU+BrnvMJEJn`KdbIeOKG0IB=y}1WqUyyj4X zCrw5;opI&CH+fctTz5XvedZTRNImfflIt;Im%y6#1%JJW@g?g&tx95x1wqKdQsciI zAp-s5>|ux&A_Y;)D~Y2WChYtZ7>7$;S2cb@fbN!)IoB^y3Rs6K9@vzH6Xeaj^}yEp zzCy9b=Vq_IRCB66pMN4xe>Ew1Z{MPCH~PxB{@Oz@1%8y2k`WH3;_KN=Gv4v~YZR$` z4Fj~=Z2oP&m9EkD(l0V1mXQk{2heDlw*mD1Wf`b_>DATR>VLRS^G@YE%F6wT#ONyr zWsyU0!tUV8^qA#R?`mj&6*v)<$1Hx=Qta&2>wT~iz_pEDkc>bVGmt)@-KSkf?e#g) znB@4*LLP0MrGbVdz)2|j$enMkw3@u?dIWUxjS}@pgmjKhnKt@lX}=)F7l)EAV&3Bl zrSPaRzu=js9Y^Pi??GtLWuR#GJ^)9> z`2b{Uo$xO4)G0G7zBR2t@U*=hl{xm z@-Ri^12l&!G_8E8&~*G1gAym3`o5`kOwXBbEo;}dnfu?z2r;uJR=fWrZXhL9?i-8hpH6UNi;jP3eOO5qj{fgyN1|ZyQS1O4<6kAbc6{@9Za!7 zVRZa~ZqPF@Jd1hJa<=y{PD+v%h8y?AFzRB0ZrV^4X0TjgJfp5G;WlsOJtT}_ym z5V28wqtC#(E}3D1AgNv6n*8`BiWuIq1CFyW^J z({(EsExEkH6+M{aMBD&+pJpC4OI7?)1eb>WQ?9K9Q35J51GDrQmc(ztwHL&X)8Dvzoc>NkpL0yJCS#y|r;sbP~9 zH}4K@I)}~t+!RQy#Z`kXcn3~BXO>agDP5t)Hxac{epC~+i9qjxuQwsL-Zpr_DZdCT z_hKHTob7{%lhQxo_4FO3-gLXTKilSOVr+*ngP`3?eEsKlkP-&j6<%2L-@60apB*Z1 z_t0EQ4XT|AF&ftAKevApOd+Pe!Z*=wd+4XHDcLD zD`KpNP=f=z75D<5QCGVo`{AKNA7lhBBL4ME$hs7%%%BM`P8`3=lzUdjyiwHCT8j1y z;}^?*T5|!rk%C;%LAlckv8@NvaPoP{OjPzOyN0=sVcllyU!T0$DMv%DRMi6+;LQi7 zHsq#NTQNcO=V=>{fIY&V4GEPAd~-kv(!utv$S%4Ywj-X*OyQxCaJI8YOI2n;s{m?{ zD)o3@*tq-NI$z|uBq!}b=2SJ^Iq$CDQsV@gw;S_TMji2vMM@uZeU38d>}=Sa*x7S} zXfndpcGF5LCv{My4=d*@ttJO7;7}#z3gX@>_CK`EG=_;o9!fj2dl7?9$5&yQLIm}O{0N}*^k{SNq^OJYKVo@BAb{vjJ&gu4h#j5At z8{g+%hm-M4Ka`|=o_u`8GL4-BslB*HvNio+s)ydHLc1x3hj@bS0%2%Zz`5$20Dbi3 zn%k?T7eh*O%;CRC2RulSV4+c$vT0CgvW6-Bug%xS*$zXV1DkE!j$a54%Tmdvhp(1? zI_=xa>(va<8J2Hk&oWu#!+!NLP4eU^!G%mD zUKkDuLT^Loa#E@wROMT#vW|%Zp8Hw6!_IZXqBapGq<-4}C)q9fdN=l~NCX-~BV`m{ z){=`qbN%jkfom<^2gx+Gl=!8UPBXShpmmH&LhL4+d+Bjq2qE&6GFSu=++RgDfAAOi z)k?ymLba6G-&1#}`ZKIl;;Z1VqztrQusH9{9r_Sd73AY-oYsfSX2_hoyGPO}vZ^at z!B#IPeNGLzdnGC8PrpUq6xZT<>(}%FKE0};gvF;m2x=itrm-X8hSc=r2ZctsGV+RU z2>0XzvYo{YtXwA{@U;xv23=vq@S6-_dhc|Lky-q&lzNQ zK5YJ(<_??x3+%bw3|1|_VZY}mKyoc+LCV_R^*H{&)Mf{;QEA;PeR5mCRyqDBw}FaI z8o$p=Y*YNxZ~eu5aj%K@!1tzDq*nJx2%Ri~*#6c!W?@iJQ(SGdc3#c8{tK(?)g}gM z^HYvwYm(N7oedW3D!CDg(=%FS^6jvh`*RCb)C-$7j0|o_&CaDGwiX zrm-OQvb3l4m)=q?9lJ{igG3YeY0PwIZJ7(MxbINW-EmvM9M$c!V>A2g*rFCrf>u5| zw&wcY{J{DJQaR?+{1jK=x4+69J~waCw(=?I0LME=tT8`a35PV3@td-_w&O}tNORxT%S+E!GICX;zJ>=k11)`c3s&3i(XF^>zcN9 zg(SH$A|Ig|WldYs4Vk{*US^ZJrOmz#;U7`kd%vWqy!fhFF!f))eAk?aMFzIqwsPk3 zz>lhn+L$+Q!h`M%6nDOug#CZPu$+Wv;xGi|GmvBWmP+hINOi@Pu+7W+HGjt}%~-^I zb<$;{ejM;FE1VO+jUL~GHF;jGu-?a2%EEcth1>4a&s!Q5rFzbU+CcN^yc() z%;Wl$zV``HT*v?ao3LPc6=e}X)mM;yrAc}E2VDyF1>5d>F*uQ%Q+}Fzc0B#qa?(b}r8UeOP70 zz1?~L?E&+&jkFF$o%aX)nf>MYX(87wB)5I$4}zTlz$z5QeM)Z=a7v)0Z0dP`*HH~C z!xt-~NoE&gG<`qBGQ7G&?Rib4=?eHbj0Ik(NzHS*PYt_2ZX|uSyFXsr7oT^TfY-uQop)KxN@;?>79N%hA~(>+iU-Mt{HaJM}4 zz;W{?^NMx1`yooNHx>FWwkl22{iX45wGdF4)Y~BVU7%lC_W-A`(>2yy#x^qgBuT^J z`&+VAaF%Pu@!g9y>^{0~=JkS%_31GtB0zh9>k`ex@_99SQ<}875nKU!;`0$c_rwdXK8jZ`A4d({_Bk0fV`M@BglLnMk^yd8X-RPg8~b3ONY>XpXqg6m$hV z-3(Tn%8`RaKOUd=4TS=p&2e^^uz$b*sy2MzzdOafiS06aGwDewGJ5X8d3E8EO#Z3o z-}653lScBK&R@|GBR(Z+b9Py6Uhue?Qy^fN z^no*!h4hcA?k>9o$una1ij8Bz!*7u8mQB4B)33mW*J-g~0TBNM$zSCYmf~;SN*@*e z&&JIvHUtHN^M14i#opAaz$BCT7LI!8$Wu`YyN{*&?&M7>KCX>MBPF^p8!*OUwzM+$ zFk9vroNyrZuc4PYqD3`TG zgzB9f=^lM399Rv3ho+qd8vaCINBmjmWVkY}+xGlQT5vT-**;AZ(AMgq+1NMNO79yWESe8v5?8e1H%HrCpY43wqN8IWL!zS~aa8s4_cK&*GaTRz} zIr2zTIhsg+^ICK`=R4tp?|$%K#=4GK9ixY`|MZvG2$FjrU;Ig?`xlA%mJMRU5^kwW zD-a&M+Nok6V8U)7HTr#dT#pPc8^uzv+d+1)#>^o=c4+y}f{tF=a+s)Np82l{8{R%f z>|8h+2ud>-M&@~R$etZT*N>Dq-jKC%`bl5wi9v$4Gk75~8jl+E%HUjC8JbpY^S=9g zRYzwCyA4>)KPMvf&$oQ*S5V7hHH`M|E(D+q?7-dtngoxISuu$-iIx2i57Ns;$aYv8 z*n?Cp6_&qmv>YTMIlH5UhmN^@m%Hwd%9^L`tQd4{yj=zZdeLnsTbJ|jO#PY^5vExf zXR%(xf>W{MO~|?MyB_%;8+IR8`H8D2@PLasr%D*mn(iAtSJf?my4ju{G+6k z8j!kuOCC+@2^d}3FaF_+(+IF{^M6mTuZxLPVZ>X&F*{_UJ} zzJtPHsF41ucN45c#$#LP_FK?)!mU@#_PH=0D0EllHU8sn#oIM8%;Z^>i)5s6bo)pT>-qH8+fWjTi zF)PHD#cf9&{B`JVz}gMx^}T3Xf2x0gN}}k%-5+M538Go=X?|)lnO&86zHy4jGBx)e z=*IKc?s;#tdl@D>tla^w$^P{2IP!gYMUCEMYFi9# zM>*?2*Vzq2cd_yUMnDT!NqFR9(Vp28ETHOYt$_TpNtsto?HW0X{v`>H^YA|;*e|q; z8x;+}KnftPmrX{=UDlcDymfln5vu}B4)IbP|HHxNAjUGrJ3)vTb$xyeCGJG5LO;R@ z9MFWl$DXXps{k|YWvE>faf`4mWnTV@FB(j^JaI!&1wC{Ybo6D>#GLa#D)stRZb;GB zVa9MqXU3F?BWV*HIAwuVZrENfZz!~aRnE{*q?1M>&E!r`2GUf2;h$`(i9o+|mvY3D z9V`WJLz&dKk$y` zQxB4T?OXpjQtL@pSeSCV)1yM6o zxul(F@wLFSGFRj>kHot*&5TY|w0p;3IhYHI!ee%aNp9yC!W#hipzEQrHiSo8rWgnQ zcDw65&DaX(2OR8Uu|*||3~O#B=Uld>{+& z*8Nznr59kL_>TETzw|z~!Xr^Wr3rcak;V>XdO=taa{WiSaSQFzguK~P;a~pgqN%*> zPgaw>rLmVopK;&=g;@Dm6RYjJ&BKH2t}oEt-~$1R^|$pomtGnTICxm;9xuC>n#{7(^S)_iIL83vN1f@8N+I1YueK@`853>~Qg%Lj3mL z>M!I5 zXV169^5P6o7MY*dl zx%MYOO29_At-kRzDyC`lsiPS~OsLzq)|>;dC>JkZ})=@DbVc!i#QzmuG;iN>MaG-N^TzKbL!j8fjFcp805Sri) ziHzNW*{pcVlWwxK8@5~2PQ*sPP|^t7d*DCx4`FJNh-d0#%SW-HY^@lDfiR&{Dsdo^ zrfR5;fd)?g4^(CG1A^V3l7zpw15+Wn+p%1Y`NsaCLZHCjBS%z#Iv4Zg`3AuoMk9O# zAqee$YYHUAqG3=jwac}M4|Cq;`Z2k*TFC2xTS)sVfb{H(d;1}PG(tKaf;R7Z=owhy z`S1F;Y~rv-cG=wLuZsFhid9f%%N#JM+jjfh=^IWI$(k+0<@Rz?H&HO<+Ic>b;6-@v zrKY??j&WgYDMakf|3Fe3Z>?DMl&p)xdgT=?$I%6!ZsUi+I)BS)R(32uq;``TS9;({ zs>0Mvbi=2&Otvm(f6qUTu^eJ2atV{u+YJ6(A#!7m zqLkdn=&UT=i0Nscva!MGG0h=%K&2sV=U2u0j62!ht<6%}u$y80IlDSGZaKAK)LWA7 z>cV0~+%66YTPbYF%qD=&HeatDv{vuR2tlBTD^a5*A5i-|9wPspI>h(y|8|)}^fvo#araMYu78Q6QGT&qLEA?w_zrG{#)XZ^=1>R3?rPnY)aNxgp3t5A8=9s+MCNA=W_6dPJJ3y1DBo&g&{bRs+KOpELDRs6SM zd-J7EKu`Xu18!MEbH(6_CjpH-4&YJWD3lU?q!dp$m0_vi6#vruMrMX&Xt_bgkxK^8 z@+{B!sgaKFH)Irdc`I~c8Nkx1q6x|Oki9B7CA0n{GnX^VbaOd-ZEA;FKY@1) zK|t*1H%}gPLybD3BFUAt%;8?_COpHIz!AB!)ODNkar^3Y7%$$QkP!=G2odFUqxLc}}KS0V<(y_-8!)J-Ts3a7t2vPd; zXqrnqn0V6M(((L)`f#d--z~$ypIl|Ox?ALCaGssRk`$1BF*}zwL@RSxt?i~8tPy|B z8d{+4h>d|dWPy6kdgTn0-G%>W`ksQpkXUhcR9Iw`#>x&6f$2OlPpQ4asS#+SshLNR z`C(7HAJJICDr4`M?&;S*7z8|jMaahZ`CERTA-u1J5J&G`g8{JvR=OhG6N72I{>)H^_f*e|*B7L%p2 z5-UwpYPzO@B>sgO88&xt0eyF8Y<3F-28%VMTI&vI+)5}|x%`xk6=pAEgsd5<0a8Q) zt88Z-ZIiU4u1RRhmsty?7l*W5P5=ypO($(WydN*TdKr2O%a% zAof&FFMeIql4x;4k_u&8og0oneJsSs$KQ; z0!EQ2il$cL1w*@Mvqo=tBW2`VDCDmjO18*j4T$8>F+OpCPHMY=L)|{5fzU@jV(F@M z|F2x<3ZS`=BE}e%{MFn_*4QptWXIc%_A*_KWLS=+waf%}PUqfnl_69nLIVnD!x6Kl z;r-H#tHM*=FSCO#G1j`|-GcHrA+>grni~SuCbiZw!Txk~$A$@_Z6}B!OA|?9#053FxnZy}5K%jVb?Zxr9;SN^O>OA#zWD=TvZ zQu~FU@_a2Ur8?A3>V}Zcrg)@5wRv$MU}; zrEeNgy2x0kCWw6z=FDP5rkY}`S3k&i@8<@z;=GikYA3XeogD&!ym}5yLc5UHTQ1)lOp9(Fkh04Q#Pp24u_?TVkvo{to^Ne;u9p49ZA}xqLJhb z^Bdjg*p^6NvI5=aTbYAhpM%(O>ne*=F#m~Bcgeh@)MMN)B8|aWS6z>__K{&RSZtNl z-;xB4+_M+<++`@gw3QcrtO8o%Rz?+6Zaf|y9V!6aN7U+2TT+T_?Ba1z$y6Nz$!a)+ zyl=seIRiSk$^ZlxmS7iSyisP*(wviQ#U*!3wi`Ouns`kA)g9*s+LJ#%osD~5VLg7L)I@}w*s&bJ~fO?Of|9?m*GX#h=ytSrD5b_dh< z!~;gYWv?`L?OY9!)c#IWLjr+jQLoIG+Jp}eM`G#3WGjsD zBpLEK!8pC$&}#JX^zz0T+@))R<*v*vY=)EC=f9t03$DF^P;4NN-Ay)Z&%>KdfV&4g zQlmI;#)9FsA&8);37!kehJdM2 z#S)Ttoc43RB=0Zhiq4mCV|x9RC;IBBbOzV~@|?<5cdk;Z>3AA6-^(vHB+~V|18AIQ z@=M|>aJDCUZ=96<>?%Ya$5_1yDrTduYmUn{`j?R-H%VfDvVel@3evq4pGK&k%$lIL zl^8oI-kta`{r3!QSx%D1Iu|ANNe_k3JhPclP&q!8Dg0FG#6f{V(wZMX>S z4(v+vHT*!DBClg&N$T2#i@`qdEzr#R5D#CP!|q_rOSV&I4pICIL8^msYTURGW!^Lb zaz}$RtoZp+4^VMpnpfGzhaaAv!~)70skDDNF*Q4-+ON2x<^g6UM!*N&|B*QDjyQ(z zmsdhdKKwKav}IR{(=|^ykGgku-O9cr+9Y!+DUAEty+~_+y?iNPyvT+=NH=Y zSa_2LKs1QKeyvA|&*xv+Gp<(oMGUwJrC5r+0znJOtYLlCRYKkTV`5gbb>E(_$y=L< z=?Gnyp6)O4SqAY+S|cKJEYEv^yG*Wbjju2&z)W3d67{n{Q#q#;TJtH ztEoVKe4F|GpCVc={qZVcJbT+l)zcU9Vz{c#z^HZU-qeZ#x9S*qdsz5TZKoMjq%(I@ zYH+*HGs0uCD+Tmf__s_82;+RcdQ%r^Qipx2b;Ou0l#6%LJx$OG;d;Dyh|?jlRSoLg zpYyRic8JC%u0iuhd{R{!3PZ7VIF|eP1OjY6rOa{?Azv$&fq)Jc z`*bmgP&M%P7)Nn9JCW*H83KZ9dF2;TWYe_zb4zLqWc#BM1?PT&i}ptWp4f_v3|HFT zCkkoCXtZAbxC@i~U`4Lxxwizg!gy{PbT4Ak)#V(jT{9-YEMobc=8u1u$!aYi5-9+lR1wVOL+*^-1qt${77)*T! z706P@7@FU)^h9Y`O>q$XaRyg@@kT2@!8IyBiGj4C6vN>tAx**GOqk-9fw$F@nb>ZK zuM??7b20jaL%*Ibg5-HBc$JNjutTG|V2Lr3bJJUr(ZWP%7>>M zeYxTZg#2-(Vg+1W!>;h$x~?I>t<)_Z2bQFl9zy(5XRj;D+-y!W*3A&k8|#6qY}N4Z*=wsjgHs8VwOgB7zoY#GFl{da#KBs1^lUre zViP$CWnF@)=*?m~Zx|u9P$B7baJEasQmXW@;ab06m*)nT2g#2AM+8JA6H9u*kr1zo z%3EEv<-S33if0+ts1r(`N2{s5)Y7;Rx9MBUq z$&oiLTvWz z%3;=7a(u0v+}c9hiCYfj7|RCDnFVSMVFm`+5VpDZRT8kN^BN;+ktI&i5TKUY#7OU zMC)PzIzG=|sLK3Ikimu73;7j$H>41Mcz{w$`~hFHd-n0ng|8EyUB*x-)>`bQ2wzFZ zau~8lO+>V9RT#S#p=hAi3_YmyogO7Rn^&9CFLp`UYC-jh-T>|of4pNo+zd|>&S@gu zH|oFZEGl1I&Q%skT`|qCMWSJ&EDePj4sXm3d>VQc+BqCzx0A z=GCZ)vclWEYnc4&DPcak?9oLAVyHUQ;T9Zg4GWsY4VXC*T2uVKgxC^j99J>;f>u;6 z*k%Hwr*z8}9sjeI-;rx}}2}P@V#dQ2W z^|vlwXzV}LxlX5OfQe1q=-vnVodxYd!F-(&t1~!Z`Jk|9vyW=u_suKF>)be46cFW+&Xug2XnYDbKDb9MuVKeY z8eTlbWN7~k^V?w{L6pK3O~6RppgaFt711D=^Y{*4ZB@)VHRFg@>B8`AjKjprltIiv zT$?O0Fv<+I531(VNLX=u=??hAa~!xKMl&Ui#rI3J(M*yji>S>$Tt@0tC(QBL8Q6yC zJ`v^jor~oWILJK3EEMJA2Z}?`J-qWf-x%VlT}L7->*tk)Elp8Z1ZYQ!S6g^g)RfVf(Y6 z#0V8St#2=xo5wH|F-2%Rau3{?v7vp3=A^L^*Y(OolXKrlBt_cd-XJ_uqc4R(}DW?sRRS)WFn(?u|b%$Pxr^ zBqWk%dX}y?PP>4j_+O#E!?t)&x zb(y>m@eu*>fQBD@!>TVq_D^VDVcs>_?#+Zbkk)3qnSpSG0t$PD82mERn&EPl|0v$-a1jl=aWmBUB@O}|m zPp#z0MM+i;Z-bD0{Ec5(^kC(|kHDT(#qG%?8uxFdi1x;SrGE?(KajTC*ZYn=-{pdc zb&4dMI@$LzINR+j!D0&AZmI(_SaiSJ*$}$`Cu<41S!*O*30B!CG7_p#Jmr5qa(_F^ zkG7*TnWOXJR}GQ`ff;f2qt({#CAjt1$ajb><~Q)QWy&%7!_w1T*H%(ZH3)=>Uo?{} zS(ad_Yg1tYO^pdGizQMFY~4HCH*rTN1q>_(ho+suZQ2I%5VD$h8#X$EYOlN+hQxt% zxK*Q@b6}blGEwaklew=WB1N3hDLnJa@Qw55Bq}-%s=Lmwm<7z3uC@9MEh)imo#0?~ zbt+l=qJ5}^ha=iCFBuz UzOVmgb%B#s$BQt*h=Z#KFdJzRUHWvMTdW0pY7Bq#C z*$^8p!a5D<&Y{t;u2wXH5rWM%mV;_#9?;4Tov`jmC1O!pN0ov8YL-D=y_T@>WOiIaG_L6!r z2dk%|27Rz{Bpe+L3gTf42qNP@F#!vokP$$(d)`;V<*HjHc3FW@M0pV1v9m?7kzcpj zH12MX098lA6iT3eg?4Q21D}@wAKpwK7;SXk}r%d(#;h?OyFDZ;2kJblP9-A93jY_A%&~p?4T|} zOk{RW8ACtN^%qz%zLJ6EFnXVwC}ca1h-58&(Ryu=YEmg29d2|vuPJ4CZ2GKOPL1Yo zNN8wpiqy79@ew0irwb_3_d+q3@{$(LvdEoH;3?*Zh}Q+#1Lt(WTEx#05>Z!MiJ=WO z%3|q%0pYa{uE}pgNxLI9vDl+R(!G*KCdjevipY5hPYdQs%IVF#o7P74fjVv9Oj1Yi zAO6q{F;}^_EVyrPS;serNx!s_+LtebMW|2ASyJs+1O9aS&1rb4`@5~dU$K=^g<@FG zfEo&X-WW7`cpFjuV7uCgoj)2gc4EITmdW)L2|%o064~*Z&M*<#*=1G&^Q=k~IxGOR zdH5>*O8haR2J z3#!lmnNMhHjyO89Z0gA~7>iqj3o6-ZNc2Z9XgoaZZuuknCu4od(rBPLbM+koQ)j|w zFbAS|zB&LA(D|kMh~6SaxgMx$WRFLHe|Yx|Ujji3M;Z%OzhMk|uvmo)A6x-vR9|HhS|!;-Q$DkK5Hq zLjNPNUyzC!5!obng(Nf*nJApU_TMF99XjI{A`I3907YBdp;SE~=#;N6tMFpw!pj5O zDW&fZ=~4udT(?2~$h`bARnW$f``3#@5&pigyGBCd=vS&4!_BOA7IJczC0R2}{MgW%r;~>tf?~AmH6_BQa11()&*K_IIZAlm;#jOhqFbzoy_UFs!eRrLBJweX z!0fB2{<^v<3(pIMj?W&y0fZuG?q7<6w5w>^#bd}ba9Y!9T>CiuzCY@U(Nwvzshrxt zOF3^6yIW`0Z*n<8PqGqnQVL@Km_F>{F!gd z%9#8SeX1VB4gsnOC{qg+t3tD#Yzplw_U5QLIX`2RQ+=QJ7{h9;KS=Tz@Oo3^6<;iG z=&ivA-CKZGh67L$29UG;zPWn$GWt zi5v!O{AWtX%RLXWWR`UqP(ZIUykG!yJ7im}VbLgUXMM!|kkLzT+F0V78``3Vg0uLO z0TH;3R*kt#mzM2ADn6Vx;R&6G*u4QNrZuFI+zFCTh*;6EP&Ikw{!JR9l0-wwRdl5K z!|)M26POx<)+V|jUtT+d1INWEs`)a)<``r4Lh8%9fpN?Y3AulGR~Za*PltOyhv0O%S)VE##xbB2{#Guci@vxD_ zIPF6yi-NcKVs*n#jc&JHO|2m;T$s*}KOA$pxknF$dw&dy^9(ky_7ngkTp2gx$+EA? z&{zax&B^&s2ig3vaY`?nv|0BX;O)_zrmbYtTkiTdjah#hFwbqZ?{`G}kF3U_3tPxT zuhfMI?qnL$-LU=l?bNqKhMXuJ1jC~3cs^JzV^2nJFeQbgcSiMXo;{+|)7^`p+F#j0 z?$F5i!m?;Rw$L7Sg#?&A9gas>VS0AoAGnWg;0A$7cKb|6paq@H!xV((zt%yTfLN!V z= zq@6ZO<8Jhbpq8Tvhxc|%G8Tppj1$JDqA}Vr^>o}z{M|&B8rMUpfbkJ=3^3=qps;4|$sCM*KPazlp0x5}Jcd6>hNd)C#34Ns*=m zGLgm7N}AyztWF{0Ka>34rVH9rfS|0Vu&;&Ek^14pSH}2`@s$Sw@@xpBFVvVRH>$oo zX2Q*&<7WQ)@@-CBh+m4s0#DA)003!|QFFCyuL1dYjdWoN$xQ;$4n!fg@Q9x%I3pwi zn=rUG+^+6;$jq<2h$Ac;?s$+(Tz|L;YW|HqgC#2D1L`gB&xDQZ#DMS7;bYPVda-);RHl&VRV z!nP;xk9uaEw6D+5&BP+E>p~sr>8S=IAmGsl75hE!!-_e-c$bbd#F&;7PW6#_%g#t!HTZw=t*Ntrkfcau%i(zQ+L zK5vUtyX6waDxu6~ia)k7Zj#@(fRBwc>bG%1b=^ zA1Z%aCj3KTw#<2QY% z0Coq4vfU8HY{hRdLDLm+^z@pJ3r%?0;W5{{g%GB6p4ihG&rZ1P!iQN~WYQ zZwsU|Z=Wbiqq)09{VXl>E6fBCd9Ro z&wI_o*`GASwx6%ZTi5bT{*Q~B=6Y3>8-u3$e*zyT&)LO`pYtBgOFwE} zk0iU;Czt%6q0gVXzYG>k*M8I<{@YpGn-+-2?;CE`Cv+>R){^0xY?A*`=p0@|d zyaLInYFB?~)%us#`nN(mxwgJe5e}#H9aHeTT{=lJXY-~bK&okVKeWD;4!*T|0!5&L z(x90V<0IJc!kl$GpUmive*F4r$(PDO#idNb@5~hfs_LQqMyIrDpNBl*MtHei(FQd3rp-GELLwHCYIxkqqKX#Q znY7m~<#nWhK6&-v*^t7Z*9y7&FaPe~_RIbYI5_oupbp`4wr^qnX-7Y_lk0K{Fx(+2 zz~}Zl3*j8D2TNNJoNP|QdaCW7Yr^w^J}n1$M_;sU^!9colU{`9``?^6y)6D{rMz~M zzu}DFxj+1)de1zM>a`cB(iev979U=^3>%cP+@438D=ddqM341(Yrp}9OIE#&g)Wqj zr%RcEpn!xgv$rD3V1gQcfQ=kPY_{>ty; zT{<|KLEK>``s#?xVXxD4mjEl7l924>ANv=b1w^LbK7yiF?>6U-dxYJ51Bk+qJU&23 zpF6YW6b2^CZa#-pZ6929eX$>)bwUW7K!w#i@}*ntsC7QEncUjse3AN` z!)=|{I{(cpFl(CQI#b^mUFH#zk<^hHx#1&#Czaipml3&v+03uUfONL9{?5-4Mw{fo z_9&1EF>_SqjSPXll-5mYXRSuANy3Ew*fuHEql7~39x@|^4Yrwk?;WUV9^RHMSe6e^ z1|SE}WI|yi!OX{`+qRGzpzvKx;n}wv-6Y83t$ZBBb_<{!Z!t*<0 z8BkN&5M%J8%;0fs5z0ew{Pc>-BNZM^{>N@;`-_w<0q#DPs4Fw7G=uAqb~qlw>t|X; zt)G%rl3>@tw9&~u&o!4AR!jE`42>qx0x2pQ;s2t>A18M;u`+Q!EP?4)I?+ z?WhU9Ud_+YyL`3U)IgPkk(yfgo(HooA&?s_C~BPp{DRFsKyy5;t}S27k!Ix#MW;j} zi-?lz8;YT5G=3I>0xQ*KLitNw5%Q5>FfoT_HDNx*q5m(dV4L*T3>yYdTN#p_p%~n@ z_{ndVd5S1FP!f4c*fwN>y}%zJQdc|I{P-<@H{1`8m6}>~Dn8yiBO84V&>FKWnEg|Bm zY4;Z8^Hj$^MxFgvWgJkY8fm{XXG%QS#T6Fd-P6+q3++)m6{mfZlXisw^Gp)Ya~O1# zR*DSdh_v~JD4aj6P4dU2cC~p~EP>MwVO$SO%L~>u6gU}gVe!xmV&asx#uD*6%x^hC zFbnh(k^?Z|rK(rANRiAa)ht1AN%*RZQeta=bEf(@OmS3Cbfro)IB;wN5 z3KL8h52C#^hHEsdc|=N5J0)>>zJ)M_on80f<=Msc_fm{Q1(r13;rEHlZ0M(fy;s-m zr*Qsi4(mLz_PFRT)>Y~;h48@QeCO)V9jDFX=mcpiHhSa0mvksIeeGOjWV}!^d^eDu zwu-!X{%p7@b@sM+j8a)*0!>F;8saZk<8-f)4JhlpUdb9}E^Ae9Cnr>nAXaLEek6ww zg^jV$6uD5*w_+^gqN3l%a*jj)cE<`J31hj&1r1ix;!lEzfTp8=dx{8Xs?H0~`3H1P z6ryE*RK!IaT{ukCp=P_P5cgyMCRS|UYZL6f2%M^53t6J?o(gc4{(AARCvww(UP*N&TRDgLntKu0QQ+l5}Q%n8cz_~9yHy%%x^@&FbkC#AtwnM13(zFndKP!A?vRU#wr=D zYm`*bbSG7o#@__v0=2)sHSkRnB5^RW{>W@2q)(#}=1?&0Q{idzi>duxEX_gWD(M-I zOSCvvI&vlNTsG2Dnl|AI`Q24s-1ADE#3pX+*Ht6NU6IF?X=-C!m;+{v-bEqK7UVTz zSNSHklK(gd{1J#eEhWi)M9k^rEXr+R z8WW4w)V7eNL?<|^J8vB2n2SGf+S?EofBMJk+u!yK9v|;p!&{*81`!S*=e9Y2XU+u2 zy_Q}*HO?zCGnR7f`EY0qNxbhNkWB2`(Wg15#f>Gk}}Q zp>QyZ9GH3J1$gBM3@e>CjyGh#OzP&?P)GSS zS1qrI%lnyiA%%-Ms5;7DVf1)^^FnxKF<}4N#2MBGmPiO?KF+s2F_9??r{hN)?Og(& zo;-<25eLO}&R?<#HwBk^8mw=4@ZX`jppL+s)$xR2sE>)#zbM9N`2K)l@gv;FRWg;I zvjjXp1PFdYMO}6wLb@u;Vv2P(mRYnR97hJOkExN|yI8Aem7#c)&%BRZ9`axt&_4}z z&kMm;O{A0sY+5FE6d<%TJ8|z_7`zWm>TMJ*0 zt!v2<@K63Q6OPy^-;*sKFENmv$7Ptmuy=BB`^yd0Oop5r^5G$W=jdVzLa^?V6x%=M7g&-+!e3GC;g$f$ ztaA%FYx$31|CVkM?kyb7brBhIzN^bh zRz~P#R*l?J7-dw{>}1BuB7b+=3w3#GPo<@`+8iTpX=G{rVT3uZ+~!k+f!3cjAVsd% zmz~R@cMgQ7Hhb;!#`0^u5xZ(fX{8umqJt4xCP(Ay2;)1;A0OW4 z4ne!>g;;NWqLyw#dMS6m<4XCuh*U)5=To5xaE700V!@cD#&*(QP{K-*eAiUe ze!7KT%Zcj|2_J$MKjS!1uZep1VF^POdPhVBmUy>B7veChCC<=?;snDukI8}U?+xfR zcv5cxZ*kTV@qDtS7p9!o85S;KHjrkYntz)a49*3^Q0f$-HFeo zH_=;{OBI^&&UqhhMTW8Y4X;Zwd&T8rCa`q>*-c}8p{e)L>N`Q97C-3$g z&#ipW@{<|%)u6zuS=Zb;umtr6l+v>6Chvp}qWNb;24_TqfdCEy1PEV2fCK>w1ZWUo zK==j%EC_HQz=MDQ0wM@VARvQ)(wq^A+Moc=!k(-`fkpzf9c5%4F(YmxQMG#-sNkkN zenJf8F%%g6GCknm1B=M25MGE<2(Z~F5mn6F&0Bwv4M`4;Qr!~0cl#1}Bj?ZV>QtwK)-%+cS9145~ z)EuSA3mDX+YE5P7N{=YgmX)XYyyn0iV*A{hb%bZbyKqU5`iLJq29?4B5?0AI$*gdy z;tp+JItpVv=5$KREhQT*NXEpCgevjEDe~x50XVAsz`W7b%a}NGeFZh!)&8J?m=|+a zeXe8%C*CRb6Fz2q$OGCY61EMR!f@IcPgW*fzF(H_$5L%AOyTQo_|=<*Ke?#Ts^hqn z`OUGb*Yl`?c{lbFOIQu3^Pd?wpzFIk@uTaNeESuVsUdHxR8nQ7{8(s3ArfOwcDd`W zfT*AMpNmH&$)wGHi=8JS!Ewp82{!~vHebv`F%0l5b+r**uox9tRu`cH;UQjn>~>jj zi=x8dfhxryl_f8T#;el)Pl~Yb38FldN?BuaZxN(dH&GZ?pAQ$)w!quP1>r{mrvg&< zJ7_igJxzG*AWks0-xlzG9mYCX!jg^vYNaAlKdqiGfX?@qwGo+{{t0tM`0n@U>uBa8 zhy6Fn#!%CveF1!~wP9@9tB4zTswm=@b^!?d%#$-T$P5OOKu zk&{R0l-$^GFqGRK*Atnbq!_xO)&qrkJNgc;A2cXYOz!1 z+0vYs;6OK1l;#;DviwE4@B~21vq|FHo>K%?p!M_5T^M`q$8y6*hqicg`MuFHTKyi=fA%2T_4f-s38RPnUBnJ5i5_W1bc0^rb8Eq8&2$T0N0y z6q{An^+i2tqgd-8ERf9URQ=b;Y%$)C(m-(<*5Td=0n-99sSn_TrZ6GQWT;c_s?^-_ zFWTSc(!hkhHm?FDI!(Lk&4_h%dx;fMN0(80vZ}q^HEmQbLiEqmE;+V9ah%igroV63 z62BwO?>4T#oTxVidCs=lHDemVp^@_%%qhYK6e$n6C4hgM+*OwMlUe|_HcJYH;$yI1 zYJ%6H@ZC3Ky8;2)Z(Ca-7P^M!f76EFGH!UrrSNU3PgeJpMot&aiCxnUqItZ_r458j zug@Z$Qdd2ypL)2Uu!5f7AH`~;(9*nyHY^(lzAQwm#p{7pWw=(~%Xt>6yB8g$fJ?(; zn_5*njtQX#XIRGk(}QKATR?eDqWqMm8sT_N6pln~3HbngJogrlwArGbJY&#AQu$wUOc3YdS>#vS8Y4P$YG9%EE$eH=lxZBz6D^y~4^pD?0`{~P zJqy1wxGVwS(hK?xMbT)RZ0LFyGu-#|tCa~2rv-r*eQ2BylA>y7BGPGCmwv`bvo5X7 z!G;fD*(_|bu&vdo?)qRyItJSZO)--lFLAgtBg49juIPp35nVNi9etwA$na%i9LYgKgiLhN9&VGK7ZJpQNP>uQyaq- z3sF#KkHPACG zUt3feZj`j62ec)X{}@$S{%LAMw?8Uml}1FOT1t3r!Gb!%k&9umDA=1Wuth+C)$`|zIs4>hYoPCpATAJm-V^*|3^LxYWO8gAF>6FKM{zNYe2kdEy)UT%JQy`aBg5F*S; zq1odot%x2UbU~C%LkMEmqmbkVw@9_2GUfR^=^vcYiRvY>ZJ^SRz>Kh}A#YD$ z-2R(UAo;8^6<<}C$~RLiyjdZ?1-Q-mUc4A7WK;M-Q+Al8THha+Bp8?)(6q}kw9RQm z&xM6E_Qldkwk=Z5iND-^Uq*kSabd8#$Vw+FZIP<|Ey+)H5>Bxdx6FN`K2Hc1n;oVbhKnK>(yx3+pd z+)J$?TDy6O_?1>vXecJ7lNBX28;f4Zo6<_``7TAgWjcAuZ`O_iI>!5!DNbQY>4MO>@CitbTD_y7Rfec^%5!DhaE;q2O090ZEO<`IN^gs-I`* zjAw$gN@{l25?^cOtiHh1#;%L05p?n6wCoDy?$qlS)$?Y5MKBCGW1OkEi(y`&qPgu$c0kXoLrH z5eb3EI=N*g7Vfyc5<@jfRFvLGuD%pgB+Qc_OdG%6o>?|4Vm}fuh7fBZuIV7a8eKYB zg$a!b5Oo`RsVjKjY+Bm*GCk7~7yPY6eQT>Fnl|(tZc+Q8F_N|kI{Z4cnH_~w_=o(f z3vZC37N!X7g&~e{Iy_3)_5fgUF`v$nd{N)r>uEF1&53YAi*dp6Y46-UsUu$YRBO-mC+VLQ2aap zC?3g>xi2GnIx?ZHlT$dMuT3J-_W7`cT;UW5yX`e1(X<-Dap9*DjH$}_L;uiWUYct) z7a1~q?RVm^N4zc!WLU(EK;(9LK+~XxZfprVxyJZ6Qx`L|g3?*GjBo)Tz*rF2@lb5pLcP)?7QR$U9u?V6?rd$w2t zX>rVRZ+P50pDgL;d4xH>Q4j}CVPt&q3&?j`_(tE%DMBm1gpP7>O<}e-v-6^djVlJ* zF(;MN_OsbK9nWXhLJ`#_hbv9b3z!>3g0%!&?kPU(Ig*LW8c!s;u1>`x4;o|Qf|YM? zJ*S4cJhSQCykTw8PPHu_$SvD3eWo?#!U{=BmwR!z@=eTxU|We1=YcLdGHdx=4oFuw zWm-U)(@0{+#(}%Z57P4fX@9phG*c-`uKAg zey-D({_>q?zeaM{Ft1f&4pm_(i8orKMmnnY^>mABm6Lu+7;2fUr<|fF=N_?^21Ao{ zPpHP++KTvd$=5K0?P7}Y0boBG!Bn?)o! zm$1!GcW0#Nk>#OS34MU|XPlcYZyn;ASp6wf>|3M494fPiiFnGFD(ta|xY1Co*jf%L zKp}Ux(L%|;?kx3ZYu%lDi1|dj^(lckzR7RiZOYoht>x-A4X0g^9Z*L+wHOY>A}XJZ zcF~fqkyAX)^1ipWcw$S{^XX>}RZ0)vL9N>#kYCX>mA){R;hb!`THNIm86}p5c7Jf| z-#3_4h$9ClHok2;5~-s!yB3?yRdg^o=T4bRwVcC#3Nm1%LvvRtIs0974C=CG@Tux5 zVC6k-590JXly#EQ1#UA;dVkX5I(7u9+i^ysr#{&6k6VI82ouJiYtTxt@eUQZmsW^x zapg@0+sS+vnT8Na^ zJd#qb6m&LSo(0eunM zU!3WC*J&ZVhuc z26M@x%@WlL%<_{%o}4--??}J0)#(ia(4hKS;8k*Mo%-FS2;>9>vPxeZ32B z?ArC|tqim3P+=Y}7*6w5;B+y$kS@J)Q2`Cw*{ZsZYvYlD<~-%Mw@t?H4a(yE%~f1` zDOgcirqv;@lX9goPg1FA9t7KxJ^WXe9fhMmyuhCNk*!A{_6UXjX#2!Zp`hLlSNCN- z;Xa?as;ZkFk!aTQrr*Z?(m^X|5Yb$!s(aRSI3-}2G)^d+g%$~lTJ$|rD}_c&MMeZS zm~$mlYw|&_9SA?yM8Adp`7X`Ju{Kc87r1u5#gk*%zry1@in6SK-eWPx?>;D^RStrd=^w?YLvr` zo?~GEZ{})^KVVe&t4UOwx|1ew&%NPlCBoH@flXH4#)apZai2WYpxq1ZX~R~t&*m9W zT^FJ7($Y*o42BqSlYR)-c|7>Uu|^c~N&)OqPA{#xb+gmTTBqbK+HMSCK8~r?@#q>IkQ1`nlkXE~A|5wG)|BA?<=;90NQu zMWFL7`@isfiNRV{$*(#2k=QoiNvY~W;DzI&uB{ir`GyG>yppt3LstMhfkDQ;CTJYV z61M_#%A(VCEw@Jg!^m{6tC^7OX1U0uALd$cQBHPDGkOIDoy^N1gF)(y?bbYC4;n0jk$2CEhDh_zOk z>!fC^ryq8s-76N-oHkYHP6X9Q59J#~Ry*+p;Ea42@)xwR-&&Dv+>8#Xaey9G!dO$z z0-^kIespNQaZb4=&fOf8c&7m&((7GnL~c^{djjalp96bU#y`z|QwCuUMAb$62VGtJ zuprHDhWbyzK!`FBLPri1bDERo(K`(Zk^ZAb#0kZK=G!Z!b66DEWNxa@xiiU9EzPi> z>GIJ>o$}?t_k>fuHlc>LJ2ES)2xq z5TNP8guYn5CHOS2eJZw}xn70u1kZE`PkI-sIiDb96#q9BaoG|nAG9Qei5v*5d?StFpodzagk5~D;+&Ivk6RBNOe@&JRgUW2pGYu)i0X-X$$ z1+UF|@lVy6D*8O7kN*Gt+U26;4O|qwcrHsO(!9|qFf&Glq=@uR^7+&{wJd?#Wd(9i z3EdCgH?=N1vjIcP;_Nn~`>slGU%H1am|qN9w>UNqQyIOPe$fld@WAu3erKd{T9D3Q z@?WNXx62UN-VLSZZ8*_z@5>{ZGVJ{}-L`#?mF5!i&iSvWV6$nM%rJ6Z0Wi5~vdvg9 z9$w%*|Bd@Q#f>ac9r~a6>1gOMsq<#Dv$)stCakRFD(FeV_UFA+_4%=l&`xv<(hf>esl;p8@V&Gqsqdhp0PYhL<5QBKA}xTU>7mj(;W#-Z8B{vf#jf zIoJ8?$0sWq>%^;P>x3V_w|)pd+1*Yl?P@?=k7z$~JNli#l0Mn|fKlpTN$K`~txo<^ zOX}m(o%&yYy+8;GuwS*r`hVMJjl}wAbGyJ-pcp?7OMCR+Nt3^4){!-dlF|N) zQ_QEl)fG#)$AQUu_GRXvU|?jL{y5!#8*nsE_jR@~L>|Svvd-&&ZNFMI31pug<#Y+k zT`dpE;sgIZ@}I#RRg6D!wtPPS`{n=s)myQSDRB@W=AZYXW%^IcRFh(DiDrCjiAH*G zKE%=6BK3fJ&hw0p5ZJgX4bi!RqdWOUc;HQwpHM8Cra#>x{Bp2o7P*c6d}MY$L+FE= z?_omp>Pz>2qI@IpBmc9Dv2#Y4(C)rf9&0*c_{n<(V0K;KOP@P(HAnFXte=l!l2XeI zfEWREV3K_*sKvZaHu^eap5?H}mmcxNMjHhJ6-i|4;J2CridoLlLl&cCS=#SRN3mBoLXnYwr7k6j^kJEEx zDfwZ1VfR@taenTP0aq?AEbjn?x+tb*`B9*6#S1C-=PD0zg3g^I3^`)2$fs>*(Gx%U zI2&KE0?7?^0BY!J%8vllQF-D750-Rx#!TXbJ-?j+Q+64AbnG{seE8z3e^3@4SITu+ zG;(scjxYz3R+PXSn()bgN`@H1|NKkDY@`u3yDC0J4rVVcYYwnJ75H%ht~yCN|9wI{#y`V#lu;lyKdu~%Y3)UGQ3#EPuTF$O%&KIV@b?w8Qx zZ4K<0)L+rKA2$SsUP7L%+_W2{$+p`BdtT~~Zf-7~(V1DoYp~Z1>uNocPkewI55b^o zD_4rQ23Vf76$h=LL{`O@fw}8wD9azD z2DiIzO%B{V+wqiA6&VM?jyKt?O}K^B-Lo3Ru5a`1Hq&>CTEFBZyT4=3<{i9!x3fR| zXsNb~UVA!^&LDI}ud2z6)w8g>p%kn2dnPAn{3%d(#b4D~OUl|gv!ez?P6_bro=+^l zmJiKOtegZ-{PV+ZWRZGTqy*GV9Vb>EUqlnhbx=Lw)FWqi3_a!E*7WZSPCQQXz9D6n zdpc?lfjY@@hQFPyN#+q4POFFGryO4xQL8?Y8)Vih_6HBGs=_(rCHE))>{BwhQqNek zXP{}s5Q@_)jCJR|)O7?@THeK}@hzyZkIwg1^{-ZgYSk&N#;+UCt11VDBn$8*MCT4e zd7UIB?0@fdC|RT^whf$b zXBUrmJ5T{B!$@FO&yzNFu-jXwx@+hH|XH!S)vOJ&FM<~WjM3ksj4zh zK6`HHwb5v$!X%Gx)NdGXeaQ;bn?xd|iwiO9Rhp*Ah={X@$9km`!!?g_V-``f!k;r? zs*jenOJ7*VZmu=>2hY|8)t}sG+HcpqynX6v*20d1^%1E?L7i1bp)3Y4dW6f@wLDkb zRut}SH&B<;`b7d~5>l0_!3c-pJk-7TVKq)#WTw#^hqP?Jf3KJ9dpU>NkMsvI9+gx0 zy$<4wV;Y1&>rd4*s92?m8}t?|~aV@CE5yN~F7_krELR1StV&mhSGBC8UuM zq*F@iMp(MLySqzL`W}Awbzk>+{&;_Om^jOvIa9DZr_g?1*;{O_GnC<~vitAHmu(3r z?+9^WmxUGjc1`0M_n|Iqzh6dD9kajI&;wYsy)b|$pEaJG>%b0|oeC!GOkG}IOKg=y4{NxAg_6)8*x?T*M7xKp@Efx)w z<+q(ad2)&N9`B9TrAr&>gTJ)a>%1Jrt$nAS{dG4rff2EvKC;!bFKy(9r;L!ub)0kc z=rT<^lKIBWu6HnjQGX^Io37{-(2@IhL$n7opTxPwcq;;um29U1^zJkSFR;GQuO7S%zjr;$$nY; zAG$$;AQ^Ga_V9^KyprCy^i)#etqb{<9Yv}(DQP`fBZr`kEZ132jQ z@tt+(%(>&wb>{uA)@LixoxO!AE$@Ob_n6aQW8YVkRvbQ^PHJ!MsrvM)$12;luwEBT zL@DKL$o}a*>N2oSlGh2sZ^VbL@P*M&8Z_f=NY2)o1wOOG042&Tz#VgXoxf=p-4ZrANb`WRlXvint@mKYG=d^k%`i zFugXNMznAYjo0rrgyrPwm9*?R6b2-q9F21s8UnGzUi=x2mHGxI|9?+M^#(oFI3f`u zW9$Zr$e&xac`Bv9e4IA^Xr+Kfan|9WW-`OA=Pwa#@{0W063bzVT4Kw#R(!^7q^wEC zfVP}v%eZ@VN@jMejV2;iTOd>{5Kq1MzgvquykTSl34h!E*f~*s%O?6-1;@9TR;i&s z2~pdUIr~Dh+gYbRcD!G=LGJSBE=REm>V`+CZ4Sp_L0TX6#aPi{s2i`vU$>38qZVoSBYL{{#*0uOwdy&gz_IyZ1XN$SnnBiwv!_9x?C?kL6$yIJU+ScI6s962h zc&D&Q(iztPtk}X?9C!%~XCsAx5i>wylf zbRRdB#;)^4VxYpXQ+}b^FZ|#pg#>3gH>@1AOy=Jm;~A6X!dm&^o^4I-21;Zee|L5X zLRE}ws9nk;WI951qSTpM-QLObiA3-np5Vcjam?S^dH$Uoj&L|Pq48#(CLH$DTW2w( zv)dLpC=J(1QI|Nh{Jb_ey)?%l`r{x1azHIp?skl4efYCWrkyM8Co(51w)%zg@54|J zUJGuGvsn>LQnmQiZp#bl%FE}B#V?*g_sdZ0VoYV*GczMov`wEC?>a+7O00#P7a-j* zEh5A2FX%Y`YZe6#(ev1jBRYq!q^=as`pY@?@5*JiI=b+4Z( zf1D6({AjbqmKi6Q+-cO3j$?e8@t{m!$>)M-%}g6(*>C$CT_(nfit)0`H4NRbZE~0? zhPf`E8#VpZ|9xM}9E}!>KTNX2>jx}G!|-J%CkaiA)N;Pue=IsZ&0lY%St)L^^n_ft z#tVbebBmJ4ofY7$j$z%>0bwR2yMdQ+)z6-!2(A$4g#3Gu|%?Ziq4M4^kR=Z$2WNLASL5>noSu z_`{T5`z6Z|QU5iRboN>_T}PGD3$99;TX;b^Qj&pllR~R2^=h}_wGgY<>^zoGptIu< zM?dSbj8&VatZb8d807f9`Vm2_9-S2JkGy5d%eAzfkEy>*IhSTwRSktUL~;w2vz$vh zcTCyddwQ@Dg}#@OCyuo{nEd#C1D4vj*Hkj2bs@z=@cW{@F!x1|)O4`BRSy1-bURKH zL6Myi;u+lB3Qy+vpit`mtbn;rdX}-QVzL#Lx#I0|T_^^&wl|Bo^omaEa(zYHn_@?m z!kP6STC%|yC5jC?GG2>o?iLcAADuGih^YR}%R7InE)o2sU5k77B2@14D;8LqH1^Ns z)PZzyh0g*^oo98NzH;mX8iAq2{YTN8g^tWsrr;Y4TO#JS>B1~r1%e*jH$tfiyY-seq>QxVOcgKU4Pt_4u>%T`Yv`!sHVWk)73sx;*qT+I~^P>G` z1QDi?lvemL&NZE2jYrJxXwnS(9{zs!NB^$16wgHt? zXK*J&e>D&uS1Dfn>=Ep0E8Msl7)esAQF3dl#y8p&GXGXzx1?`==p4NWyLXtWDWP)I zH|B}q_7tAwnWJ(v_jcs5A}1O?XS(FzX-|m93HKRImSB{u#vDyQS|#OTDnZoY zmgwqxiAOa!2H!=Nc-eoAaj9p;mIn!uN;g?ad#c){0u*YT_*wHOkxnQqHETB1%1WQR zi&V0ROl{-gH80i2?joqQZ1QgVSY?}#Z0nowQ{h#?)P(LzK4ZCN!`@)Ys7A$sx`i$c(cjsfuK%`3Z8OquR#V#j zUS;pAEIBO2#nC%@v2A_y-oY&)Ibf;VB`YC;Bq&F@PO-66MpDxB6^MB-I;4JtyniX& ziKe*`uZXRszrW-*iGW(t;sEY}r*{$>!>ll+2lZfE8y$<5Difo?$a`*?t-L6`)7Tl&bT6flv zyP3^-wn7g(M*lhX9Ima%H>hruALctlnUiS6R9?S}CJaxlp;dTa3>^-;ENefa&GIb5 zqQOsrrQv8-cd(hbd)o3WbBpzLCx%F*^IkY&rOmKO=ANgBP`)T*J}uAt7VyR=lJRhfH*+#)uH?P7MsCo%Y!>;j#tr((=e+BQJ5uZR;SK;f` zH3u%)80$J}^TJgv3%RZ-a-r18-^UFiLSJ(`!x%3pIPDv%{u<^A8EX!rV*DS~fFi{R z0o4%8p52)6uA3=V2j*rs+n)cE?xD{I9egBAt=k-w<+?igE;(B*w zimPC}p)XUQARCPhEkFDvK*A$Pr?%|D6BWv=o)CFGCz?rcG_34(tVmVh&eR{ZKP=|G z*5vt@)9#UEI?_2d;cp;>F!(<-2=Meu1P}ux04eYsAOl_i0B(Q>;05>qe&7`#00;s?fG{8eyaq&pH-H%M77z#C z0TRG_KoXDwJ^<2y4Db<<1>^vEKmkw$J^@OAGN1x{22=qxKpoHkGyyF@8_)rufG(g1 z=mQ3TAz%a;115keUl4)_7Y0|`JPkOU+H zDL^Wa2BZTSKqim{`~v=m!RXL0||N21bBUUFPeJk&q)+kuDafAU#Z!WQ7j{az}H3{`r zxm--}#_Hx~4E0+-WemQ|w_Lt`i2l_$?1XLNI75QWZ^PRB{``&9xU!eWrpc;vCJl7C-!nbYgwNX8Klh*>9{|T}lktU6z&|zP(O+U!U!n zThEPU*6Av=Gd@h9kXbIEm5nJepsP92VH9Ou{R*r8{sJXsyofaU*Uz#E!43Z&82+Y? z7As~?b*6&FO~h(aAUP&0!>22M;eduRr1Uow#_LekR~Itoais2 ze&=+zjeR&0wq|U?5rYgro9!&or6iubvM6GxDG-RQ_`QWdmy2@0gS+^GNN=Ib zO`$vf9tE*iX6o2(-F6wHhB3~Zbs5%LcFC8!aZ|NllI3IGFVM)oJHjiD{D6X9FHy9M zQ~pabiot5Wb{INPxLH6xNfpX5?NH?|%}S$dwAV1l=Qa0yv0r`gsLY(B4+g#cJR+^# zBa*k1Vq6hUutEJ|kj6{(*tY+oon@U{Njun0{`LozvP!n2UUl}M!d!F4Hc92Qy5sG? zih7}`ms?~o5_kOK{BH6Lpiw5ne|J-oKf?~0vVj$R2FPUCY z)}jY@qcBlWiYUAmmJ2T13lKG-`goZbn?*^-L`kWw@aFZ95aQoIEA$;OqwY}YV1Bb# zqFV=f-C?l=QT*nMMnld`hb=<0)_bm_E+phthhZWNOKH+?e0*GKdpXmkml-F{HWsY{ zlm?~VSCj1O_$$4P3bEvjt=nk*760LVwWe@_zJ5R5IgjF&GP032z5{LZ$8CZMTl}m= zy|Fsv>V4WOub6>O6fgj*y0sEc$aG!Yo~A{MbYe!`Bky`0|^hO%94r?Z&Vf6b5p;zArME-NQdEfbFnV} z(6$K@DBQYVU9?vi1BNg4NqC*ZVIT*)PTv-l0p8 zO2uW}A2+}bL@x{7rkS<5S1)f?x;!7_ZvyP{oOk)Ye4%SSzmT^I_bQqtyP7EzJ>vG? z?Kam+Sy)dkc8tQT=@)g?_e^I-xb=}SpScPTJ9LWT*I(uwgE7{h5lN?fX*Nf^_2EW6 zxa~wLJ0_uEx#^j&wdwV{f(mD&Sd+*V?}i!=pSi!m3+Ro6tn#1TgZ zykhQ}$y^V9AE~&*Z6074fh{bvP4N1Uk@d)U6$*xDCh5AL0wfd}_lOktoZZ94{}pqP z^+@SWIcPWqV&BT^hQ^7RcN`2Nx-V!wl>I45y4-a*$Lo*-U#vR}juA7P+Z#l*@++pt zWwr)#KbtOe<`7?fFtfkMd>4TdR0ZMq1$U#O=_UT-L>KAEMZg`-E^axgw_y}501Po~q zaa3ajX+(aqL%IX0iZ-Ymu^913?)I}!-5o5?_{ve*5sW+)ivDaMVWF0UgyOegXBX1b z^CiAV>tZ0qMtX^A^cIc4&=4=oiaO?9H`+O!(ugQ(uLYNQG{G*bIIEVToa~qyf_QYi z1NCT_6SCp&oE$Il{%VY!51Qgv$WYh_?Mv}j^n}lgTYu6;zx{6P%#30YasIX}ht3?T z7Ht|GqpyWQOH)bzLJ7}G%4npQI*`VXPO?4NQkZ*&hCCfD|#h4G3pZz8E; zYI$)yX)b`A&KxoIdu50V&FI4P9A$@j-(+r|AtM#D-0_EZzlqH6{yVP8L?uR7<- z?~dX+yD0W}IHuLlR$9L~%;(MU8qU{jP7rn-y&mO8`F4&uC`vItqTq2DKdsVz+nI2e zlfdM$XO@9>G8)QUp#6`Q@%q!o2l7~-aQtpEXPHjC1VU9rhQJcmLi0I+f}g)Ner?r# z@A%9|q)tRK-uWP`+duE!@MrH|GrZx(d!L=+ae`!+Zk4qrEY)K?;hs$PMlw7u~ zXT^`!D1k!r8IfB$*E_fdyT`m;Z@X5O*UWJ6>{ksHsU|_2I+`Sj%>pKm|+4SaZ; zEw3sa;&d2l-$|{Hwua0M=kE^ZV)7$fMEu8c=hs2#J{iw^1`F~?SFqx``da)cGt>BY z&uSV5N}6SjpIXb`o>L1)*sa0qn@Ceikvl5A`vM&z)9$#`_rUXmYrZ3V6B#5_8 zEL###BxoJam{~o)GBaYQb-#g#q&_@YMl!e~5Q@y~l+EwZvjz|aVtpo5tl2JvHU?g$ zL|+y1FFjKDlcH>*u0~*_b|by`uLy~tp4fmWmG2}>qER8g*rgW!N>#6HZc;4l<|xj= z4Q{nj2c{`296>ZvY_gf)%VYEn3k{Uslw2#FjI*n2bKRSpW*E4I)24?E?oL~Y~Rf7 zd4SFURP|tD_;0wO8D{AyO=-DR!&WnXg#g!NU%YJbmd@P2i%VIUO#o+7v1tMPo18P2 z>;A9ja_Bu|M|-xl7OV6DD7hGfaf(&t*^nzs+;BIs!CDW|#nRL4`eW;8^7uKIi$kjO zw81aP{Q}xoX~^orGGd5RTgoFLL(kurR_qEs7v05yJ>KkPi?G0Pm+0uQD?fQJP4cnT z9)!JS$L{Im=63gnEi{bpE-_VleUUSE7nh@Ds|B%%+QoV| z7X<5FO%RFRc}le3pCK((8{dg>vQO<+(AsK?QiEQ)ii)WkVAsU1=ZY4*sSMZ7J18~x zY)H>g)4wbKi!>$|`P-P%!Ng*>cHQAs(Ja*0)oZ`@_vZ_ZFFUj0JdL@V+mpw+^Rj2X z`dgir+TKFQ5#-IG^L(hTR) zPG9of9RJfw+cthzX?*!RK69a1QIT_deU&~%>E%ZuUs{Fx!SyYoW2H)`B8*G+NgUCB zl5ethLt$RZ&K`Hs0y(?S9N{jTJQdG236D=WjN6D zAQCrsjBz89CLr+%Wh`0nAacW89=dp0aw>Nlr)^>vv7z>J-gq~eDr8eAFixSO7j?YGb8@u zeX_jX-Sp;-U!}J6bhptQQ9S&;{Z#cKGblKI zDw&uV$Q*v!E8I%#uwNRHF6HF=hC)-Fjz!^{8YKPY9Pvg__U`(p35p@qpYa&cNce~~ zPFgXv{~k-C(V{5%o5RE-sMYY8LP+RWpq>}oaC(gI$i4oA;;gzt#Sp!upz~3eJm(w~ z8oB4v;hwxE7!_PPucIW+ioDZ0o7lP&}KXXx%j80>=t z!+K2YH1OSmL^~w^##dgZl=G9eW8^`hk$3OClR&(hOF}z%#D?qVn4KoRL(U>?68qlH zHOR!w7so!>nTM!{nT1ZF4YuNPgLhi3C-E}-4DGKvpP(cRn zd5IF{WG+6hA$;F(EN1p`(Xrcyx)U=k&WlRqe3BLAbOj;S-^wEm{foKpySQ7Y5(jhT z%J{boxK*O5HGGeQXMFZ�O?1MUtpZ4-~$k8+N5b&3$(MVAc}ZDjK26uOC@$aT#og z;}}@A!4mT)PPP&-YI$cQsTbLJgJr&03V!XC3Hb3!Q$)*&G_cBvMx~1SSvyqBo;3V3 zNiQLj@ARzZt&kiZJqES2Ypu)y$g4&<79{3WXj~7?!r;-hf1TNEqpN))hcA3Kc4-r@ zW=o?0{Qe5_#Bw8i+naKEP#vFP=ntRLeleIZLzbZuLfVhRIN$ZqfgEdNvMI+kdpR!ydT_nn zwh{a~a#>h7m}PWjgj0?oQsUkJ)nz(qHUd3fWSO)Fxj$|B%G7_;bB>x(qr~f>dqP7W z|E*TzuG4{j;nD%biRpX`=7^?!L1U9thOtlgidS6gUV|2rGpR^v90uvYJh|6BDY$|X z#F*Nd_`^}G3J1ir?VW7;2!fBShyZi_9162x*q$yGr#)D%*ftF`AD~w zLevGziB9ar@gz~`=L?pfd#V1>CkJs29Z_5(Wqh}hG@AqEtaXuX~@qHo*1-Q&K-?Q$d#2W z3JfOcLvLMe^Slv@tn|E-B{ZfVFpmv7dFCFPZIY<89YBMgFRGTD+#~W>dWF_ z#`}Y8UuM*%=#5T(kVt4`JI!6U8Zk(>qTg-S&1JB9Ab9b|b93%ppo_@?wQ2Wwy^!}Q zFK+P3S#N=09)dU>VubhUaMWyTk3w;6N{ZV}KT%-9vxv>IgIK(u!#c$MS#5(jN4 zpUTfNXUX4n4&~o)iNiWM(vEni#XAPdeOdbtKuOTiTO$28T zB=#SYVi_jExfMI^@t&2CWBU;P3bQ*dM(O!VMOH}8VO<#=1eSBCxoPNM)p)8hD6r2z z>qWU@TPnI&e<*6g7yRjuTjMmz0?F$iOW)8LuPi)#L254aF5K;&*yGTgk2iAii0|af zdhv?yG>J|c$u4s`33d>Sb6WipIuLN;57w}_MfHl}u*JQ>J-b1gy)A_eE$Fuu@iXRq zfqkQx$Z*wzEutyF{-uOI--XB#c5f$Zd=`)dA2{_SHq$j2L;gcaoWZ<-r{3~CL_P5i zMI$yrBLS?1M{kdc9C!%7b$tsVz3+kSkeWltd_Znmdr}!AXWAV$WJ0gLA1*XyO!xaa zqy)ieHrBHw0_eXgSNmjYdukzN*uM8FPpyRAf78YLm;N=E$v~6 z^fWb8-+a_vGUW*l^`}Sts{5coCc@s_pMR%n!{ve-tl^WO&SB)g$uQcOsP7>YDF!*` z*ewe}_e^NG7X`zbUIAcON4E#LQ8uNi1-Vp~=?AEzF?pv%>hmz)3pqSbN%%giiV@h904!gh-6 z856f6mw2b5VZyJ3hF4J%q}RPcxPu0oA7ydwQ4os{4-4 zc0Q#p#m#{J9fbwSy#69%{h9#0^rvm<&D3)TNzBw&3#Xvh*p9;#zzNLeUWymwabQx4 z-K{!CaI`DjgbI?gxYWg^SFt`T7)ZB0E54ehO^TkJ>_FdSggP z80sAE8R!@=b&l7TN3xr1NH|&cCWm~C3yS0+e+Ir*U%VX-l;gU78%hO{dsBA&3PSkC zUaZf1Kj3y*z=64zK_t=Je8!p)WaQ0v;XCi=!FV?(ACEZ#(e)iwV+nD}SJb}!i$i~> zen>h%NaNf4LAk~OEjB7=iT80N=G+XNay|s9af`!t=$v>H4N^ZAt`uuhRT_295h-DTPa zS^9WqNRVneRZ&4A8lq?Y(4};Dk_~O`vx4ixI0^52aeQ<&{_=ro_M4O{AqY5Amx;p$ ziPSm>*OuQ9T%$`}HF3{4CpaD>B-jgJ)$oTQWFjk0pMFAy5aO2l`d{b=Wf4=7g(yEc zUd2lYYFy>q_^qz3$CGzquBb(E zA`o$kl6KR4ZaC=S((~|;LI#xIQ5e9Y5=`MIp2>j7lBg8_4&ak6&X zS1#p7&a+%-A$Q(01_B@jZ!w+DK73Gg3?Vvm$hn@c$y;0)HmJ(Gt|yn{mWI@GcVevZ z4chJ58|KXQckZAIpOO+Z9FSd)~EKLrYvl)eWNx25d~|OnDrsK4Xnb zH9BZ@BSBE^!<-GJWAW(7EV(Il@#)d~JZjnKZzVO@aPpk`B+Ik#1i=BK4fIp~mt4JG zNJY}UTj(Q5DveAnL3|C#y^&Q9e6j!i=1A@RZ6R*6%q4)kXCEK|{X}h_m2yiVBJka_ zW5jX`=N(sAU5~NV{~7*J9F7cqg zvaj^TwfdVIGZ4q5=ykc4+1DDb4+Q^S|ti?LZF9-rC^G z#iX{Gus9YUnyA`ou$9x4&YtELU)?EPGWBm8y?`b;^1sYm@o*Y8ELC$%%(rlWRwPn8 z>&&V#qEWcniNGLok;jjA;8G2P$$R>%1as;qq1ii3bkqjoo#gmmL_9>))wW&8SrFOq zBx+~nPe>3sg}vFb)1=`KT4ShmiJA6e(;`Wk_7%sU8O8jXK`CPJbP7U+hdTzwKPfu< z!^mzb72Djci*W|8z=(WBXfB0|MV;~r%29BO^i@ynp z)HZX`Z{(DuWgm^({8MVyUqc8L;2sg^82M&YX8!QqfFPdM#dB`9q!rtnJPA2_fqQE* z$iiUA!cZK$Z{BmegKfNI(+EuNVTrDP%}G6}f8U5mr_^PoqVL;op@W+#cvAk>)7>O8 ztc+jQD~7^)@D$pOtX+90k(6l>UyKUj8}zL7M^82_PVYySuZ(2iHE10?s*mcWvB#h` zRfu&xcsf*l9(eAMOaXGzK8BrN%xkEhH!0Ilp_7sESE7^Y|60-bscoPWDYZGhZ@_iy z8N%si@DE3{>(h2vDUW!QcRvDSPlDK~d|nq)I70oVoq{3i;%PIPtxw$D z>3`&H!dCxa16eLD7C6}`+(bT>&v`c@o;!Xp?Xe3EN~Mz+ilGsMke#Z8)0lNe zR~q)b{6X_bVASKmwE>G?jxL;umay%i5!hJ%hgB!R1ODZBiWx%lVLCe7s%MmcV~5Pq z8C$46h#V>rS@OTp^C$ZoJVN#T1G0m!wphV^yN>0nGnxMqMf{<@2;t2(N~n`B(>pmn z`C<;&JY?=Y2t`555T-MVf5z-x7MYT;wp^HrEJ?aB=^2s0I9k^1;8SWY(=a15{1wZp zTWc;6xSgJB43bXJWebTa$vF$$9FZ92RjH^tZAb;zKrE5+igKPLqA(%h1j|x!zjeu8 zGEHD^skVSkE4qva%rIb{Q0VJj;!gf(=;l!MWt)7szACs~lXTrh(kZ*N%P%Z(M1;#B z9%&o|N5Xy|-6FWoBI(p#u76W?GbD%WAU6GXkdXiT$Pyp!4Tj0zY&C0}<1Eu0SR;9( z3VuH-;Mja75{%%+9(klTNrbJRk7-}H=DvqHdGXt5n_%U(m77n&g|oyspAT9Rw4R~n zUbs4)u}ORAsG{|uygt}f0`0cB(BJq2>E}=e1wP&? zxxkRi!--pp5g-n6#MDf1C+^Xdsv0+ z)9eYY1^auVQ@@e^>>u0)?A_FwC4igvq1C)1GQc9k%^*FK=#^0o2`tc+8$@u}K1}FZ@R5Vxe@{D;Zi33c(EeWxGo5ngkZ) ze0=M|kT7Ec=5E?**n9X(2%6Kvr)_US@a*>`w;HWJzVL8zGB;&lJVPif%6~^o@@C}v#MgC~tEl{@uqsdOOb`C8Bx5Y@I z0;e~IPi^U_>4oa_qafTJyk``y+M+i8|JqWchUl~Ugr*@5O)xjZp4T|kGYDD$$`fGS zUQD^Ilm#n(MeMS?zEtlE%>(1ze({ervPD8`VBm)U0@>Ee*&oAz`-`x79Nr2)X<<%A+r7Fik)4R{t@>;lxYdgB7LibT}{}cP-Pc-Eu zZyk#J$oan^F1_8qR{s)Wh>$7yM8$(uNxY*Z^!%uT9HOHvUL51LX4FX zUs$3^0Y^imlo3_@CEGQALk4FS=LGfEcgKWs= zChG2|(7^OPww$t3&*3&dBf=n3jP{A|p9GaHwEmI3xqbX^YuhU)p;Z|bLh9sf;OOk` XXkv=N!^I`Y%`e1uR_bnRRPC7=%ww;b`+Z|gwPN(Azez9$K(6MdXPRG{m@BiI#&ciwP;f}Fc z4^?}unscpHHRi607=?ch9)+(>f&h4U5QKyfT-{tOOui#{WnTEN#ajOPe&{ba&_+y( zfSQjIh;F>LHtBB3#e%vWZ2)%;zUvJbi)2Zk)|^&P>LX7p8f)De>0*prCYDmk%J%!e z9R?7y%;(3dt^F3z}bE{g^$baeDtm&-<i zq^j@3ST1G?NCa#purb9YYt zw18<({Bh5#A;*T}CYCPcvLd7ot-;$6c?VNP#-+`yywD@&q|&6#FF8gx91ya$M19Nx z6+P*Lr3qa|!tW-a(x$srp|Zj!qt&;f!eDIDqnfvyv+^!T$e#;26j<6ir)zWLIC39G@h90~7$&#bl!2!1Z62H(xD!_g7pk349xzxIC zCG4jw);SRYvdrHN?V}HPSFtl;TH?p++Mw_3%pcuA`k2&yyFm$l`>aG@?P`Y%>@-_o zUB_sOX@2>B@xJE()o%OD^Q1lSw!GA3m_c%H+V$!@T>tYK0FNW@Flswfo{Vw78$+Ex zl4`B!bX?62G&n*5yP&^bVA8KdebpuP(zm8KSt9Szm`2SvLWK4dJk!#-||IjaG0+-UhA5LrX4?t+^3*n8<6vkJFo?*1^$!5)21ZTplCLs@Cf?0G>- zxl_nsdtaK@xSPg-LVIc}2QR#%a% z9s5FC@5+^auky_G;bVA=K5u~@F43pnAU%nC1{TRuQ5;HB$f;(# z43{G%Q~LX*7RFmgS4G8fTmle>$+FT>Ow(i3MWh_n&KWFoUF=CMD~Vn|n{ye(j#>@U zrGpD=s-+A}i6kjbC$N56qm(ftD6)h2x?7SQ+F|U7swOiZ+K|FjCi>04h;rxaQ)7C) zdgX!1Xc;=9U=`JPH=D!@uFVQpfCb}t0g_-M)0#-4KDme*Yzk#W#*0L!KC!W)*7_j)#<|s1>+RA%RjY#W*5U2djw3UWhqGqg(V&nhF7{WR4e&x*;7lmbDWv zeN!<>D@+$F(#2;k4FQxRv~|j+ev8iEYZfsJ^HkEyqy?3t;C()=J$*YZGJaGt)98oz z0WdFC-d6ZEi9)V_MLJ)L(#X>upbu{`%!7g={he8h98OqEN{3Em*X60q8A^oU0!C^|UnXk?tI@BS z$Z@h_LQvP#Uqx?7_=c{hh4+JEH2yw+qlp!vPP{x-ZkyP2C<(FL1XTu|pQ_S=#k0X1 zF5^xt=;=pRqB&r@+XmNPy{!JOq{U{A+_HP(rU^-D!4PKf$r0L7z_FA-_V6o|U`PnH zZV5_qp0&i6P>h!6WqTop{2>J_>i4{Ri+Cn|-epEaEhiCc73#Nh!36W7-)9#QEy_~P zkbP(m>&e4bP@)jh5*>#ui%4~(G;EW#9HE?6_dWPs;k5ueZNi3f1XOB#c-PpCSU z1(zQRncM}Q)GFB|o0l8R0T~vz3rWy9x$E#}#_P~A(&(OHYEg+IpQ~H)5kv*MwqrW- z1auR-SEg9&^fAIReGa0XQQ(@_oMNl_1=8srQhHQnXE(kusQxARpyQ-e-*!}?0P<*7 zKm7r^)f;#`n*C-p%^mPn-6d=W_i9fhxgs0`e+E)HY!&woc{_4JU*;7;7c9GUGFi)N z8!z5&aWc?c&AOgSOXU$HnKwd@{h(_1KseqszG<9fWIxelYZVU*&Q<05eHGvQ+8_|& z$f)4$FVoGBzt(r460;HH!LvVSA?k~PYkzwz9g~43ZYiRjDm}F{I_gf?af)o)Kd4(B z77p#vmK)`xg`^%^kVh#Cm=@)L&zV3k9f862$&v=o``KXNy1B7QhjAP(U3QBzMHGUs zrolQ*k{-Twrdc| z053;))-_*TU|e{$mAO_PQqPN;cm(6eT1FJ!Vj@NL)#d8-w@Qx)y3R2A;=BMi=j*8% z9~|MFq9#;uen2{d-?3VQ$U#d!yTPnz;IGsc=Du(Kntk_6D7#HdwmOpe46I$s%(Y zq9+PMvW?l^M9i&h1vx+!u#4p-Qw0a@x2P?zkq-*3RGy};8j7aykr{=9HV8-Vi<`%D z88U@H@6Z)ax=WjVk2rPH;R2aFQ}Oc>ELy}H&~k0D#w$(ERAN3;hyad=8@H~0W^@AQ;~Z_4bg~jg*fh4VpRVZ70j9__d^D@ z43{IIM1ySaBLZp1dHjw7!JE+NBz5aLW$Lr{LA>hXO(!d-&fzuYn0?W|MA5nI_DP%x z1T%SLbZVeE0^tBW4w3+clfAL!s}(_ip}+!#<=0u|)BYB>{rV7+S)F5aN;JJmmfyN> zq1HZkGUSeba>+Kjf}FUGoGVBS>8Z)=O7;7baRCGWq}tlapG!Y+hsk)f_XA$;Z`O0e z=KkLJgoeKGpXgoTl+X@YPynct^g(9zm~L}T?m*%Cp2`Yfyf0e6RJNaGp0n`{K{|~H z-^@6(>a4GF(CB4}d8_Z*8{%H-nD48iDn(v-7Jlr&gl)OgRN!87k|=sWFC9Wk#h3u7`ekRvkNsf}~)~P|wWg`d9`~Hf?nq);AmQD{^^DGHF;~-wOsAN6h}Z)}sBrImu!{e3)*B~ck6y0q{F-{*p)YN0)gu8J?I7H@h&wAU0cK% zBBqtv{TU8^!V3qb#^yvbyl3=r{MI(pnM=lPcTrL|LK)tAxq?g z?P5QkWKJi5pFyj_#EHgt_WOPn?fnl6wpbctoi1xxq_*EHi|FJkE59HqXQ)2FV~ZqX zJ996=j!gNtcjM6m->oHSZ84rDt_lAL+smC83O3H=VO%WKcS&@zn$vW==`wew%vt#i z%j3zTctv6v=gw{AcZvwZQL?z`k)U%m(VP1wXsD+T;Y++9Ck(G$yy$J?8p}C0M{Nde zG?pb>K^%8A`ouaZNsAm)PG=VoNtyJE-hr4|v_?kWi;sqeV~^&s2MPfB>g>gKXn-KPfQn_*9Xmh1g{v^5)SoQ2{Xq^cdCg4t*;Yaw}B z`CgrMH74%qW^itNS=;I9cjU<0W}CB%|Lp^aK|j#s8SmP z7d*${vNX-FT5=5%KHQmDPDohmlQdjy&Og&4r4`Nkx|n^o_$m>=TE5zjI3_>hJg0cQBV8WL@RmHZhM@ zJJISonBzhsutBL+LWDqitEiBZ7G>2+Rn)uw=9Fusoxjk?V0fjddJjTpR29uJ`w z@@~=3Z+V9jdE1$pinWXAe(J;E3+_;K9QaLFMy|nhS?PN+3*K_fyf-Z_qhYOHe>D_S zZxJkUzf}}xpoCG!(HE^d?UO%S)y9u!n|8@ziXlt{^x7`8>RpPhJhEeBE>zQUD5Azt zL!T90{}8;73QdDiH4(WIGzp{Zrto6$^FQWF{D-+0i0EstH#}b2CXl~s4oN3h&AJ69xS)LBkxnfm`{3A9RfaMar2$LD zc+^ZP(6=r326ZOEy`3wJz*oX5@_0jmh(Fdf2!bx!Rb&z-rc17;*hQ_+MoYs5rZG7M zuRm1FpIGH@ZPUV$QRMha6fKbdMkpB^@pjZ%IWIk8mUE=aBhRn zFaC*1xSa6ZRNhgi`x@M5iLT!0@9XP^wXL!u5IEr|mg^Yqum81Mdcc)ER1i3Uxj zk-0!lB&Nav?wNatZ(<%E7NRc?`Q5aq}y3GqLWs)Ed_f?$|i{n$xan?!FI+x%ebFw5uFin|2&xI<1Qz z>hj+U-}(4YPB0S}@I4^D2q!8KXh0xgCKeK~K|CZRE)x_%ghD0)U)X4sHm+ml_bAMZ zZV25uq9x<$dlS%aaUP_^1P}5e&eaG<49z$Y!=N{k?6rJ1_XVUL+pobNMRq;4%p2(QhO{nJPS?l`va1p(9b zE0W3kFj9pNjbY+8p*_)z;q*|Y>2(0YFmS1Ye)ioSMb2mV7ZbO{@=3CDq74x>>uIuj z7p8e8zf=)4!P&E-_|Cxns1KL+GAvi@*Rj^H?1EGMI)jyCx`n-5(^s048Q;VnqA)_0 zP;DK>)p4AsZAD2RxR`HI+49^<;twshKD9=Pro{B%%ZahXl!O8sNc(XF6gV9>q3XJH z^>GvTKiYZo++gNiAzKqCi5(%n)g%g&sF1~#Qs(*z77U$-GoKh}nI5cySI@5NB7=LD zNZ@&Rp61mh){$UAnEXf_A}ND-A5U~4Wr3i+N-QKzfH*!(T5+iat4s)Itm;KDDQDgqZ3?9Awha86B%Sxi^h{c3Gz%DU%F1ahhTrfi z)E%P{J!X8nWqDA4O8KbOEb-_cq70xB+62sB@Z15DSqGEsU$7pSAmbKJO)M|iMbZgi z^wpNd*X3PXjBz+dQ>z49$LXc|_5_?`FTS9TJ>E7$qiA^)(5Sm?AEvt++f;2{A+Hjp z^7G5{h1LL3+7g{mOcZa4uA9=Bza6 zpk06;MHMig8#$v@= zuFcZKp&N2oE%9FnLgT(ghaB=a8)iXq4UO%^?;wyMh3TTK>ieS5Rjt5wigtv!TKyP_ zu&y1+v_r}!EMS50r6aaVKAw5xo{f@_Tpc-Fh7kU;Si#6276~%s(3M~^ZpuG#qVfac z90*>xooEp`s!2LfC<+paXT|Y02Bm6oI;HHGkbdcJg=J8NikWQNx1BblV(YEXCl-bO zj_UGx!m>ayX(U#I#!!6H(D_SLlh9SSxv^P00D z5?GBdW*Z!0@8x+bW!h0kPW&gKw)A33Ymt7BcST+uZnSg+gS|(Y<r0%j`jM54PbR z%0wN7?WCK@yL2pkG;_`7r-ljXFy6@p66)iZf*%3i$NT&M-m29S;~xwK%cEN{4G57RF=8aY8q@-Lk2TPH6v;W4#W!91|k)hkKq7 z>u4Y2x-DbLo#&jcjlm2O*{)QvFP8xhp6x$kfM z8NINYwBSB6_*(jj@5av>G$9>blc9Vs^OchP$B&y}fDAL7S(^8&Uj2?Sq02DLSU zTo%JZjKM`E)o0@R=^#5S*~k$&wU5q)%gg0&1>eHtd4S&7vv~Pr4Cm$5KAs1ou!%Q1 z`qrBPYQYp*N{w=;AJcJtl@Y?o7dR33p)@DTHCCkJ!*!N~XYo}=?x*urDNZWM*@jff zveTv#30nJkv$MJn&7LQmE@-F(%J|&Y@AY@<^+P?>e0tE=+!_ihympa0X~>Aapq?Sy zdy$3*e1K8`Ipn{9ulrIF3%wDeF|@cdSiXl{@IRP;9qha56o4hHJ_c7Q-S3{@JnEj+ z^}qTu&oAN`&J*ec!#@vSEJ*39=%g<&Sw2&6=_s$k3}H<@zy^ndrViEnk(e@?duovZ zu2Z^l)kF6u0Y;`LWz=_Zy({_Ua{KQg># zAy&fjA-_MkyYgC8&(~O?>G9-b+*8t0wp3@#%@vDOKRA=8IGsg|8WSs$a1e`HU8m$x zD)^wl%;Q@{oVD?$uidingv|>0E$e^V>}XgHFfTCegnw_Ft!AH$FgQa>_y!9JRMVc3 zIau=Qvz*~uj8A6kAEJ96tzT#IG(W_IA9#Bca_H~C=euaQZXXi38QWY4Js~3y=klu& zit$7tpXz5c5RGKw65_@++uj|&esNXs$s3fZUx#QOla!oa28316NBQ2SoCY**_r!wH zZ>@hB39G2|tXCVSfAexNz|p|~Vl!CYEfVr01C}~8=q5TWg(Efa7r*XsNfUcU_Zku| z0*F7a?vWlaRIAf?Pgvz#7Di=O`MB>I;}R{&!(_niuvTjPlgBA`?>xcFN|WTV7)sS9 zeGHQFW~1Z#puQ>fxA}kD>}pu|w%qI8w0Nr16`ZZ~50_EvtF=S$P0FwVP>9BZ2h%Oi zQulV+cdG*h{%7fjUf2Ggr60XOklVmH%>N7Z9w+6iz>T!s_}(=8S!$!f4FOlfQWCEU zDNtvZbF~jGMiyZlBb-*}Vn4KA`%Tm72Jd^YW;J|X&?jA=4mB9(A3{{@>{s5PynjsR`Nwqf|1-1c zA7TRqI}cg^1^e^!T5veMj|dhWuaoNpZ*8L{$s5f7%57Y(!4{|knW(3*o#p?@ZTjVg za_Zl)3?a6XE8zAVfMn;cxleUjs;DUyW&Fn4wVW~gLrw&{7lgr$54yQ3?VYij!{Mur zf9V;|`w&jJLMz za9}jm_K8|RRLB9m%(DaEI&Jjai#4kUo#`4ar@p}>6P)lND;KpiQ#dv#pEiXz45}|e z9iI}PE$0lGd{mq$H}BEtpeT76_w^W>*VfSqc2_#XNY3?;+O7IHWf-9R+wGUaVQ(x+ zZtaJ&u1>s|?+mKV6auV$AOF&NUtyl|NV`_81U7P!Y{LKtD7{(uFqpcvi-qHyB&;sH zsPm`-8i`XwFJo($fbZ*(u*w&$5#g@)17s4f?PqF(Gap+Z;PrLw60G)Ys2%VQc#Ufo z{@{vo`jAS{B>CU+38XF+`6+Rb8U_GQ)wLpJG0ZdsC(;Gh%?x%I@gAGBp!3o7`Pu~| zRP%3>**$TWl^N$%a=$@WsD{Lu{=@MYTG6voz= z1K)sw0ODK=6>@j*XqfVII$=*G@LTY|b(qLrfe&xOEV&N)^P6ejv1`PQGrz(4Q9X~v zT&mDQL}|rF|LIZCNv^Mzz&~gSNxDAg)`0c{5t+fuho#HUJ1Nxn%dU^Vte;P}BwGQ% z{hzm|y-)wSE!w81Qd*&px2~;^tA~G@6xKpQGrvMg@wcvzp}o)c^YVpn2A4j6PjJFRUE50i@J4A1 z2h?3+RoS}fy~hGnMZrbB{iZ|xqXjIW!GnRd5Q9SShbc{r&xttCN2XvVz4`B1TB$R+ zLpTfBrC~av+Zp2B%;J5r&BQphB7vfEt3+7Ig)GV#530M=L`pysp7%a!`SEMs;%b?` zxSVuZ66Y(s5(?*|Vfj*|crng5T4e_BL;ICZ44I-T1@FE1`z755R$-a;ntS|D42X9Lwt+wb-MX_=;zeO!z^#veSeR1p1aVI`<=m z+Oz4AKTh8atIrYZd>0aI|9oEqUe`!A1KtiUw1hE*F@yu2`@T%9u?o^8i^knN9Vj_= z#U}Vfr+q$Ok9Bpu-;LQ)=5Xyk{D?F9xVS#Un~Uo-d2TdOC?R{_{t_TGVW=oh+iCLJ zNLFO+dT^OW&#E`}B$!xa`jEFZm>Pg-_C_W(^I5_AKx}q^_hslQq(5~4xZf0R_HUe| zxCnQJhm)Tt&V%vt4eC)xB!>Mi0((MMn9%s2oa}K0Vc(PGfPDeLAYUTvUkTtFH zrz%@NYKHkZZUpRX=-D(ir%ZTZ>brB;tgwj8kudJho65g`i1LmyO6A`oHpdMfku1`* z&To!2q)&~e+GHouzJk_)dt9~f+m9mi)2hhU>!WKq_)+bb~5Vwn$E(j{4|Q6o*V9k*j&X$Pg4iPFhg<&Alh#O+jKEV_mxx-w-NKGa8H zeKcz)9eW&E>YnEQmY<;}8#Y-d3=4D**{$2wK&M{~1{UJT9P8x*A7n6;BuneZJf2N) zeSbtZO4bY@||DNBLIZ%*pVgt5@({mYXGGiZtkC*5{xreMoaZWqHOWWx}%?Q}h zw~!)Zj(0!1C5OWgqsrL^FD}(u{p66JCRR*qQ3(7wgf9~dpv1=5=7=6a#^}5rck%Wu z35Bd2v|bdhTJ1lIc%tMWD=l?i)#cU3*X=+|AnQ8NgpkRfZDSvzPD^P7!C2yuM&qLm zhYiAzr<=VX;u0&`bw3F|-tM(nsrw*^(^dHU=yIpsWz+BzX3;X#OzftL8ld8m;b&g2J{0y9y4K)kjJA3_oPx%^1Psp5 zpzYH>k&%FtvIm5^0qX1FXDa6l1;eo9Ez`nvmr_Qv@ov^)$4I-nFF37j&u5a&R7>$_ zZNOIE1reD)Tf=WN>Pf{kX0y$yySSgYNV&oivp+onU1@?pbqdd22E(uJ#*d+^)n{_! zN#HF;s<&k`x9=9yx6M<{TO~s~C7rfmM zXv(gDet`NpNp&kPzo<;T#Z-38rtGReCk0IH`lkk?OmQ#vLM(&s=**Gwb#P)#Z?)p? zB&u({AJ0G{nuLYo!}Q7bG^yGIDyn8yg9o=ShJH6#ndWIKPDfV->t%CEUa$(w*q2ub z5feB+cd)b?Uz|n@j~dGmlvsX990ryspWbCrI}c`Fs^xEXnpm)c#tDiy-~crZ8BPHg4cAd zjJPgGBCliKb6aR>^<7R?SBG!q7#JXvHEx3hdx3ctC0NM2Pc% z(%DwNYuXf|*5PA_z{&63EgmJ?+NW2Pub-pfiHbMPX^nWRqOdL+8fWgEP)GTX zG~tfCFxx-lh8|+M2kp%gtiyH&*az4G_k@|4S@6IwT<=q9b{#GCtQ=6BW9m%BlYS2N zP0#>{`+?vwY9PlTB<}Cht&cX7|5cV*XUHX?Rmv}xC(XQYI{3X1LaV>*&)fV%Y19g6 zen&i*<;Z)O*rz$W!Iy;JvOOdWs1H^0JecuF%C02gLw>ri;`vs{FI3PIkDWCE&+rRZ z!I<-+O4J{>A=%pK)L!|r>IV|Jigr<&Jz_XZ!L*Dp9+u5s`1+I2{xh{-4V<35TO4n^MrJYI z5l^vD+!;dZ9&h|X?8s{k+jO7-5Ier>;`pq+p|9rB*KVgmpSU3Xn9tYBGuKsgDD>%Nl{EXP@*A9qgos%cj`guLXVIiD^_v(1WdBIKR z8R9R5(>Lnbb^fX^hy&Mj^LRXjd~-}I^=w0@Y8S0xpEdmrj?r`3gdgx85b{Y{KK%Un z7P)~zLd8K&N#8LI0BbIdS!p@DlQje`YeC&esxOs((P#ykqzV)&R6A*xan#C7T8sBz z$n!qAoPE~8?Pt69&mO56wyHi;wfWemcqP8SsJMM5G^s_GPJ@)7fUH?~7SEsPyjLc8 zfKw?dAh@8VcvW|^1oSZeB7MZ;(e&ER@(#P)MnCd!H?c9Olo{6en;xn^7E5!kQHmfJ zGtj{`p`jK!pHU;Dd_6j`I<~C878`IrP=%mW=(c%%xaz5F!5pH|(#!1YTq%}?_?!-f zZ70=ast}Bz^~SxaeuU$%0Ac84=xL^Pw9rEG&@MGZ`xlAu6mT(|@NJs1^W&KD-iaF& z7yzHUq8Dit3qB}Jul)+XAv3mB{gq5>a|YUDfFGsDHn&| z&=P1au8Lxo0Ytj)aES$y0+?i;jwRh3UeVi=@Ri=XSyOmE7iGsj)S~Z?o*$b#k`4X8 z#xgqueXcN&mt;vcmVNqLp?|7;e>QqtxD_sE6dn=Se97Qba(%sq#PNd=!;M^AG`#8i zbE}6S%KBka?)la?pS?$d{kQ0Ty&#Q`q3G1rKoM_yL5K`8{TK?@dK~kI zS6@ypbQYFTYhp^5!CRmDe})no5SE9qW0O~zeEB|#b}5fWqxeStVKO>(9f$CrzO!@t z{Um^A-Zzt~snpow^S+$t#60NqFZE88kYw_wx!9JD-5x&);Jax=aJ^B0_OhVx1Ku}q zSYj!__o>eYLQIIKeVYNDDaadR}C)zRz0S+O?nqb@q~~?U0yE z3-{)JUYaN)aA1%XAC=3f)o=EUMd)P3g#e)T)yCYi@)yRL@cBJe5=WiM2VWyyE`?E! zN#x@P3*Do#8Q0DWx-qZS+?#pHSfvGDqYEwX)4k`gl1|=%4Uer~H~yz7KCiVH(~<_W zIr-HXMiK^8oj=+TI->ubKiXt{(A|^o=uYXLCFeD6qDm|FK`L4!%=y*7{O2{EfS+yK z5PCCOTIV>Qy!H-S^G(I6ET<3#3{OtBdbto^>*HafZFb_=+rwnH3!g@_8s9Dom~5Ey znQY9wJ-;}4we0bp5}>peFwy>NqpitjO2AbC@tx3~Vt8Y_N4EcHllWaASzT)PW^NsH z7+%Ra+k|d8Rc^KnJ;!a%uMh(b7-R1tE>E>I+53MFT?x200eN33zwq}~*Ka*qcdT!s z6 z$5NR@SyxO|GP?3Bc&>+`Cnt(d6*2<(xe6xtaCUh_0S>4N#)cDJexB#R>Z3=K7MQ;p z->q-4&S2H7!Yy4V5a4~j+PpSg77&-7oL%{*7R@*{^y_8Mlc#ck8hCA9(dE9@dG%8| zIBR~d?pP=Od^$PHcu8(i>rslc-P+$>*d+40`aZeAc-iQQG{>dLsYdEWtm7o5?6p2+3jQfT+<4Ug9(UKq5eIVG?}DoXRO+gndp(9PC% zl#~wkX#@B)(L0A^x6F=J*A|5Qb-02r?Bumx5vOucjpn|WW99sQ^5YEi$=DV z>J(1fF1L9mJYd}TDs3cq_4M!t1wzEojblG^?5r}{-f>IH3PC1HtiQVZ1)UFLmXx%l*5O5mGu38n5J9!gwlW1%&A}d zMAz*KV3!B9mp>L7hNXM;(1Q0@E4Jp6JS5@lVkx1M)43wxWNm7$!*SKKNwX9u%k%Z= zc~kL>Ah7mi^~C{7$?2+AX9Fb|He2ZURqnM|;eYmB3`?uh(7tqD8(>nB~XQs1G zlc=}=c<=NJ3nQ|bC{;iu<9P#ycWngPviN^0*&}9EK z8dD=8r%oues`Anrig`^E@FT;t!?W7J^C&Ilsq?1v0~J|-MKbm5Qr(fPmrwk?+RYG1;*?p)wuMFLoh>VTaI5je+t$^rhGjl7>cIEL7}n~gc-{%uQ``JTS(OAQMOEgx&jgE?(C;+uflE>WVfE^oIC2POZX3)dw9&YeC1RsADlD#nRN`Z zs4y{xrsQbb{%IG>NyDAe1Iz@cm1MkB-D-RVJn>V?nJrc-7&?8tKGI|&z~NEyXm8~T z4u>nZAtXo9t@FqHn1wlaQmO2=Zd(%${XCX+{aRGZOv_lN1rkfEnux(kk$%z(qcdb65iVSdCaae2WK|xg$M>C zDQ3^8W$rw~Ys(3?Tkd3?hPcP4%7Zo20R+zX29?Rtqs)ata*{QN+XzBCXQ1DhMrtbd zf88%w{v{quYXN?kj0O0tIX{_}E-EmDCHG6J3A5gxGtZnm_q~edDYs2ym*XO|HgT2I zmy|%G#TcCHn_9O0rV=jlpVYNwGs;H=o*gaco;If;f9fO-qD*;lYIqw z295FHSwv75CJlWA@=jtHjXW*T{@^>tX?@VO+dD|h1k2Edynq1IC96-$(f!)<8gKo}Qq&n2%`wbw44tm$(Qmot9EGamY+D-%q_1mUWdKr-(K5$ zG3hP`PNIYwYlD6Hzxn|9j}!ju18UOWx3Cyoe3f-Oa1pHiEB_xr5HW0#Wdb_8Y`T7N zuC!a9Lm|Q{Kr}J6U~t3N6{f$bRq#N z@5T_k;CkT0t?esGfgA$HGXuRDBbK#|(DB6e5Zq5nC>>;OgD`63XsW4C7SO|1<+6in zkY$4IFC6DAfA+XV<#Eg0^7hQfvOiOUob}yJdj7qg z@I~kUu5<+biNay}$A%nE`*4v`YPV>_cjYzFPS9K7m*;?0;+ z0t|!I!66JdT1AO29}MWfxhe{^oV^$uY7=zV*g+`j_Di?9#>=+8{<{sg-u)!A)=C8Z z3M4ad4QB${58XGHC7)&^;?#`w=@7-_Wks=yA>5B6a-+?x4Q9Jch6kEH1i~gD1{vgIuL@?Ms!mj`Wq^0>d+r9iRB8MO~6vQ6y=-7kE zh>KV7P-GN4dzM}kludgf7`cpQa6C?q(hSCEj4|Uu!o~{caRE|hLMjmV*0%*29L09t zc4%HmBq?6WIL2LMqcC-soX8nSM(iPdGZT?K92*YWHjBCK^4?#AX;eSXRgPxLTQuau zBsc+dCeH%-(A}SjsC813GV3a5yW2D}Hu)9=Qkwp>%f%1=$@S8*$$#xs#~EKX8%?`L z=V7H5qv@zT5-I(S=Q^}XQNor-Tk7~0%&dRyj{6a@pFBVj=wPsvT88NS(jQ#%Q(MUQ za#Qy^nEer(qi|6khIf7`f;a?&wJSiatC9tT*r*e2$64~pgZmOo<(&li9v6$NxzQ9f zdxQ8HCFK3=r$u}rQ@@OL!`-qi2SdO(msHMxBboKDJg|rJihudiLwhsoznk^;Aw?2}vV#kYW=Y#|!t9t8`|qSI>wHosE2ka9o%vHjs_b8bJ~W{}?0hvf zzmMu;aF3_sp+hJT9vN^oMKMD-tYfYKZb*E!?q7qnwR|^Igy!ndO7*ww%z^eS^41J3 zBEI7PYC2`Oe>Gh&MELiTifgcQ)995$c3WPGFUUP)H>2(@-cRo_zo2kTelPgTtV8}r z7#cKTkWn_F6I){c{gbwNpSWH|NfV^IuJ#+jZZ)BnOsH-#L1Ub)j6uchF;_tbX!sTR z7V=wGF6k?tQ3XrWEHtDuK@+Fiv*>-2m`v-OzsjPl?N*ki#P9U#S~1j^V;eWPhWXPm ztPF}j+4wWIWiDmaUyK@3g7ec%OA#`5k;>sM%UTTwmk2fOszpS?PG|MA6D)F9B-7LDBW(&8-25h(PUvjibc zjSP3j3O-Frur0)35lhtWFJlG5Ub0C3xbEiqaLJ-NL+eqjW2<%2!5#J~;J{^}U|Nh_ z_~o|VQs6#}zMkVK-t|6nDe(*FCghekOm$`GjW>)z^_SjegC@v>G4>JCPKx`RqQkF3 zrC83dC9ybCC(xi%EYtBS9{Pc4RmFXWJl^nGxd1kQBvn4{=H7~{mM0z#zOI_z-|ERA zi3nO2x3vUNZ}kH?zauT?0z9f<(dKU8t^_sRcf+Dii8BjtBaV5v8?d@yb=4;4ph6?eJsa{ZbSz@S@rEOf8%NQKS-p+WYT ziP4FuX2L|(00^^p%4YF%`z4DP5EgSfD;4XSB&OcpV^u8h>Wb|HaBK+PKIpi#c0H&E z8abAYW)ty$jlI>>yCybPeV#o!1G2>RPf>ea5jf%N%mhkuBe@>4^}|%SPlh=gzXsl8 za4R7Ea{2lQCrnqad$vSgGoaP0zY&vQX074)F2gAn^*s~1>NTnW&F&>+3!)zqL8dL8fY0ob=RRZYFyg#q}x!aPm`n*Lg3QRxR zf*^_ThS!Z@q*FnnxEw60{NH0RjPWU^xN_^pbyo4<4MqPFe~ug+K5`4@=k@au&*NNx zBx+GiGxxh&sVWWB$<$8HE4nl?@5c7wW>f^{c>mnX-3?m-6UkoNcC4spvDDi?Qr_oN z*;10rSyD6tZ2RZ-=*)-4GYWs*i&nIit6D!noCyqd?kIK7>-9Iz#Go`Ed^IQZm!snahR_y11gG%-NyDl5N=)n7ZD}h)c(mH z^fHYwoD=*LNV9m`u$&UQi)7m{q$TJ6{m$+NAq6yT79T4LNi^VGQPR4R8ASn&SUm@) zO^P%F8ngA!h0v1yy||Bexw*@~)*AA}90dOqW@f`RHj-2_(>AK>XJw31YECjWF0nJ` zJB+o%EOM}MJLh$zm{1)WX7XXVEScdmEzrhGJ7+Sp-qEopG*}_U44rvf`6%S5*#2Ft z3$R`lQr-$FljUn9?~C%dNcK>bA{U}6Y_#dv2_OW#%LS+P?EKbz}bD6 zAK4qy=me$;I}D55!q>P+Vj=$A74rpSq%j8b93{Z-W|7MH-Z@f3&Hn|rhx%sJ*M;}_ zJ;trigOGc0;E~EHEt@XA>Ut)hI9Cwy5Djp4-^X4TZ(rP3X3*X%{`2l@fSn%h!HBlo zgldmzmV|-MpRP3l8r7%})xt)_Ec@{*{z=L>3OEBd*(7t zw6uUPMr+lts>Do5D-EO2TLPq!IN+=hD+(56lAcm!YB!QO&^*#sbxFzjIP(Kfnqb^sd(9gPvP!h&GOk`pNV>!GVs?UIzpwi>DW)Xj2x)Ef~V zJr36&>wNV7t2I_h)ZbW%4NAxGbSm8^J^h2CPc%x!)@iiadw^l>;R;H#s(f;vdIg<^ zs>{tz_mYZS(n#}=*RiamwTC&@MmcpcSpH$vBX1d{?-#rN&q@i} zlm~cgn1o0j1CiQ^B?nFZ*S$#9%!M(LtrK@OntSo~iMKTTf0m0_=i~QZkJ!Ej5Mwb1 z1d8A)6g}MNLKb&O+6GzAxK&&q>RCdIo0V(i!s>ymWP@qCFXL0e%XyiWy?&C36|`ds zetnk&2Q0+ol-O+Z5vFvIEUc6({#+rrbcS9=|F05V!A8H71zW zTwOr$U|vwpe4T`Ex7<1 zPT`5rFPtA$uQ)6IP)_UPY$%Q~5wf2fjCycFYKd`N4gcv++y_Qs{THs7so+_+E~a)wsK;s&+`1)Vssi9WV#N& zob(+y&@%KlsMtp^hQ%iVHA7gxu_!_+%VnT((N-5P-nOHu-ih+S=esymeNtwA$~8zl zgm!2V)>~0&5k_2OTC5AVj7v9xcv(v8O})UpJ&_&CT0nlNubfNwTcT#Mb=*91#`stO z0J^Rk!3En|v_&b%xJ1)yt^%!cI_u7VPk+&EgDh{uY?>Uj{&PqR8KxI!^au-S7Ot%JRdV>i9Qa zu~b!6fhx#F12b0Gc;TteGMZKqW)E>@#=00Je2u^TexRVUBByQRWdOq?;F0qeC}ZL6 zXwt940r;c)!dQiVoyQ=476dgyURxKUdG1nT|A5!sC50^mh{~Oj&Q1~;g+F|oayCdE zR@ISHe~qM0PH88t?<(45>}A?5VS6R3sr;g0_02>cra&dFwn5e2|J%It-ro94ankU= zkIg)(wSqmPsSD}pJODycz(kpMI)y#Q2N5#fdJ{((Jp-X17oZ`zsX|` zer^OkLP1*}qJP}A#6JUIhikKBo5uNN^hNbsy5N2GI}FGus%feWu;k3k(eKF$AzOU( z1t^uOBYz#8D`wco&c;uxw=cxi68tS0KIZ-V?_*9q_iSZ(8l6HCdAqEvcZ#~lEeTyh z&iO_Kv0U;{vOhqrsQZ-O>z1#he5iF(R%8?n8{*_ld+>$u?2EBF@8xZ#b^%)qn`F-c zeAs0%0{pD}x!+{EEG_o^hcav(r3!M#b6fX{rDAS_&+fMJ;=jl21E$njdedsc?ARl# zJ4Y>SS;fdJM=AS-U5Em;yu950W{^OkSb9T2{FySup8?Vkhvo@!XnV#HUGVnbD`nDb zP7Q9HZJ4Jo9>Cm2?H!b~X3P6a{hJ>MV4ezy&wicClcilXjn}GKody#=)U5^e2C8@L z&K!8NmZ)y2uKeSRFpuDi5H_z-TI8TR)MA&dus=;Mn_#TymopFU&-oD8;Z3UHl3tfU ztPPp&0J+LcD@uuq0xh9@iZgCX>_emu`$Hm5IkJVG_RI>29ruP}`O;sd?AcUawfZ)d zII447pR~7aRP34ea555EFVdnT=92Y%_Oo$EZQW6#3xA5tCrLP_>qNnic-voQxVI0s z5N_dlzVsic8ZsFe?hk}WxZ6?xs2E(zhM(by1A?qbE_mTEM!P_v=*xzIoT(~bn>!ym zyS6E$X1i8Z`-v5|nUJ}l)VUNL;QxS-+V-|Qv`XuooCZ#c%Rn8^vgUsdw<>UIZ_*sk zHSpb-`=knWNfS*k^(xiV!r3(q^Di&Inxv*oixn3B3~cd6*HH8|z@)9!>xuj>Wb^k7 z7m#2txJ)xZPReU4T2t{?KOn2rq{A**V*xd(xK>BvK*AiqMrPB*O3qf4lEK&dJFVXa z4$pFNK-mf} zhv)hv1%CZC(M37x1G`A;8HZl@D~jcf3E0xt6hMW2hW!+q72&b>tT!ENWx2a$a)HJD zaW+>5Rm&C3CU7yBS90{pbIksBZW@!0xJU!0(Y3&-E+W{*<#@i>1H47UCb%v#@5?lRe6)FG-`IbdMKN2*7_V1Llgk z{(hA&QLn#n&msM--&Zp1dVXwYHAXsjMr@(p;OC_;b+A6?h{DBG#@-W)7Aake#KfP5 z1Ft)SyJ?rgO8g5hn)$oUw-m2F?k2y10}VstMFf8VsLzu(#)D|ilMo#j2U$5h@V=st zcVUHMEbFIpju(d-8vAE&I;mZ@1HORV)7W3KZ#M=oQbx%V&IE@VIP{G+(DqM=hN~uo zbfw3$Vc4v8t((G40lMu5-#IaWcJ(9d`cl1JzowscBE>cSlI- zUTuyca$$>7n+ma=R$9q*vTnKl?lM_}D>8CcApAK#hXP6&O1FV^NfBLHAf`iilA_yH zN7qGKfe@%CJR0%{LeE5-kRZUD{|!ADB2m2b0hd$(MXdZV@_}mv4|DXVBwj72>PV|8 z1;>9vx45J!*VI@zyxEr_@dUdYXnQV>NY`sn?#TApft2VZ4bA9we>5<akf#_Po%{*kv$%mCBF^z>HM=inpT*mA8#HY)*DLi*?6k4mgQsjtgoQA>Dyp-cTB5M+=ndy&V$sVrBX3N-F}< zdDE*WH-Q2+d^=O7{)YQxRm4RSI{F53Map{!oSi>8+zSmq0B7W};xV0cEq?z|v%NvB zN%ddn^XUF;XX;8@Z-{LN20+M}D}szkw(!+@%kv|(ug!0%uCNjQ(&8QLobFJ)x{a2Wngae|eeeDo<$32{b=D#$ z>8vU<;r@ZS!^K)2#QyVQd4>JkVw~Pp>UW2X5W=olK`&5KXoRs!Hy60~a+4sK)VvM4 zqG7jIg=8`jPK=LpJgHQj2&s#ih0+=o5|g9=rDHt7qv-=)LByG8u^YaXd#>>7r93@< z&*x4aPbcOGi8fp~rS$Hb)68(6A0n3~+A(VxPE(C8!u>q@|I1n&wJWl?wHJT%BS_f) zf(-G=E=u_q(nWAn4tfK3)FOO(?@+1^Lf=X=Moh$jN}td5E2G-)md_Z$shujnWP!m1 z17tb#Cv3@g{le+RTbuJAohnRQFcR3<0wYu8x^i0IGGbe*g(CDqbft#4#6y9n_b2NOeNty9r-ot5!~>{Ick)Kv<%5OL;o@S;T7<^R}$VW zy;K!7HXQEp>T0-*xfzNaAlO7$^H% zv-@tbI);<8T$N_?4vl^EjPSmh zv&bE%Q7vs348%It2p`i7k^d~*AI0G7nz;gn)Ha-|m=2$(mHvS4Guk-X7ylj9)bAyj zTI>VZ-kSoVxc_14XlTcyq!6FJ2=VEOQb;}JR*_I&Tkx<){Uv{!TPZQRAo;SMHN{Mo zw@y~^3z<}9Lq}7GRbVe}z+dxJ1$mJ`@u6YNcHx9#EgOdNjF*L)ZTx`H^#3Y+pRIu^ z6Xt-?F+iJ1H~wgitAwHGpRY-qtQrtSgp#d+qc(ab7po&`=X^S>0!Bod7c7>qMb?JO zxXtrSPMY)+G+$FBshaWsP&V+tZvB6?Eu|xV&l)k+ zX=~xiO5bwMN(^+S62$(8w4or)9A6g&BU}1hY)kS;LzFGv-HPE38ST6O|H^KTQV5q^ zr@SDsW=xxKB!Sn^sfcENsu7G%Y@*aIm9##26DtR>beR^4NYr&rBhVl77K2O3!*Kd2 zn$ZV`pMDGIW+g7?o6UPf4P9y}8Klu+yd4e6d$p|zr0!fgaV#Y63D3N`X}|UwC)v2u z4i3u`QMy_jmn430OUxW*>ihiN7qN{G#zrLZhHt%-JYz>FQ;ykJ>R@B(OusI`>FMW0 zNTvv|iXb_0bLSx)i+)i(omc)`cF2X|`+lR1A(+T}auV*gVuH$1$?Bbi`!Qu^-vI@C z@?m2j+BpusmM1JohvbC!7JazuV<_6PZX(Bmha+yA{zD)KzaiaP^0|Y~@M3}|`qm;0 z1EBRgtVzsOqyO+NyIA&?fQAV!FPS{NcS;MOsM9>mt(>nK{CCz8FH~Zn+Fxs{j&o0~ z7A^ba)izB}6{FGrM$SQ(3%)e2B(9z<;qz89f70NPG7=~T=Q~r5i+?Jlj7&E`-dZ!; zSFsd#uGYec&XrwV3hw_gv=rO_K@q}+#9A8lhZo~4A(I;dOmg2=jIZ+Nh37EI zhwvquxjPV|o*zjJN-zKp9f{|dz>tWaDzO)-nn*ncz(VG8lEzJ#a$IE6k@g*k7d%o43R5T=8|K{!(ZyV$NOW3#7CxAmSzp%0bhwp2Bx-t> z^gPJk*{7Fe*}qoV$(~xv3Hg_nw*nfF?A~xJQ7|1XHLQ0U2-ZsGi=l65;&(Qn~6!qAL?Z2!xI=;2@x+^K#@o7T|9p zJ$!t9x*0jg;D70W>^kV=_pseKkoDd_;PC!@aUPEf#7H{6T;2~<#sa|0wkfr3!Tfb>jfed&4i9!+7!hcRO8tYnW>B@un?^AyXfRUm&p%C zKU!3M;O=db4@ZiPcny4Fyc5UdvIs8UBNvYW^ph-%e;4MHSE@yY53-se%+ZXYZAvQ4 z7HcuTDK2Jk@#c3a4L>kPFCT+-Ci3cfu~5s-v3k-tx6^#i;K=Nb zTMEYc-ew&?HBq0IgFUxq$LQiM5?TJsx)HlcABmiC%xC(x&uGBcp?9?#@2O`M8-Ji0 z*d-=V_8Iuv|7MHm3CXVaG!7&)==t#g`=j9=lQN||bW@nQeO@B9k#qmi)zPE0URdjR zh;63!_Z zIhNjy;jihC+aG@~X#5b~&TfU~BC$9M(9Q%HQi%tEJ8SlY$tW@^6W=1Y= z5O|@evu;H}t5#1Xt-#FGQ2y$^3I_%a~U>d!SKG9D8s6YxQY{m zZQPgBL(53iAt=mF}VTSuOeY#i?d)_+wL~nQ_f~tQ7VrWw&R>rtA2OjEyka zf1jcz!?^BwyD-OH>{&cl*i8MRvNJcZdPBWL)bAu3H?(>ZSo5 z2DK4O@_k!Ln`Fgacb^-#|w4*CCd=V~us!n6?He*7u7pW87O z^r`XZ@_uheGbgEs&Wb*Z1TSCjn((Esp1YX*H3e(sy*r(ONLrdPvCF6!f!Mx$o9)?8 zIM`G+%f;GZ1W;5MIXAjezz+|a_83f7dzI&yqR-l*h{$F=wSmEupcCO$u9X~NbDrl6 zo?QPvQ`&Tvn%5C>03h2~ugrW9&z8kcX8v%1@8&%i+?3fAtbHIZ?7ZR%@bfi&$(=!t zMWi%Xy+`s9BB+Kn%AWWzb?Pd=JIZRnlS!COKK*S8Ubb8X<}pPGh%A^n@7%{T*?1Er zFaEZP1HxuSKhk@Y=51pyVy|5%$?cmEk1K4DLb(})pMqJjP8=kNpT<1#Wpk9z=hz+> zxKhbiH$KApO|RONR-dB7q#7qtCn14|TlzCwg|}Ox{_`CJ`=)3F@AuFzGV7wO8ih25 zIjZLu2AiV6zKNEHz!wIC9NjZ?IqXgQ&>;c)y-APkU;^&k!(=yX2(lcMs6 z=rl_49A&A;AA+E=T-aAWwF`!#I5l9YVgTO2G&E7$=|Z^s;DEvw)k>8wgyh@DxW90p zFf+O%4wR7k`4y`BqxO7flFwz3dC43!5dzF?iaYyv)i+LW06}H`{?9vAEJ)ot2Wat! zA+8^Hh9d+=vd*mD-jo?XhzF_N=I#DDpb}F@so~rnq@05ZBjUMMEcitmCLU9g1m8Xs zZL3MEIw3aP>zfSO0|ZASSKnLXC;o1}eu*yi(6ky;nfg+$e6rtSKO^!#k3o-z3h#n$ zH0%A-FUqzlEkMt-IJPALexzd&g}21SkGagPfawe}pA%(#C}lZr5tWmbY5o%BrbK^X z5@d~XQ`-NB;5HD!jhrqz`wk9v>`<-P_(Mo$Kj!=m{zRGq6M3LS3lV(kzk>HA{eJ{^ z{XcR8{}miAULrq`R7>+l=gn2=`d(_TyHnn;3Fs@{mKShbtbnfS%aFUl+foo|o zA&+jGs7i3%ycX@hk58IYnzWHBYuZ0AxAJRSfmKv_Q_LE`x}JSx|-Ibc+DT9x){XcnN{?Iy=?6Q0Dy@9cQ1N%>jhQ6;AKf*VbWN zh{gZ2?F5RDGbyp1&zP5Q7qb;k9I ztsrR?vjP+AB!v3XzCk^8ZaiwvD=MXyIVA?6zJLyFCbfAC*$06 zQsw;ZpqezsV0SteD=yEIJh4}gGgat)T_gXBqZed!Qh489Ai{aIAs^%J1BX6*!mG9sI9@bkyPz4|Nsv6Tmg9Xv~J{r}!XYkJ@ZCHfgEg&1Ry6|>6@c!;0 zO~M%hd7HEDaSN{Q=-<;5zSKfAe2L%gOx+=9dD(optq}9~pev_!_7CId&aE>)P*?U| zm%1BHWWGpA1+?o}Z|i37uYV2SsYS=YiR2ezb%-7IhFF2mm31o(8VcIQz-Xjdt=`)M ze?%2u&0B~G%EE~h{rkFLar5#L8zK6?!1MnI(f_+q+&(kn~%ZH`v!X2*Sxp*Y!8{>c8uwCI)~);#;+nlHx=W01tN)c zUhTOc@Ul3BG8sb}7ZO+0OpoQN2_{12UR(bWd8ka%cAi z2U;Nf$L{2K9({*eGju?(aJ_w%33P&D+LsX1RpH~zk2K|9+=mVWi@+hH;U?|Ggh8?y zif5}#vv!Ko=t`PJ8--93u%ea{s#iy5(7V-`z1Apei3ms)4jtf>vG#x2Ols z#4WFpjh9p5#NMt${a>thSp+r;S#Bb_%kPiH1;A}=Z3%OYLQ)#X>{@ZAAZj?i@_kgz2mNQMXe%K zMiqyq$%cigp-qWnyp;suATngC4X!?HOhaD6$H^N(mR)r7h$MPYhPDcAW*E+sx!9YS$0<43KWj*6Ih zL(|xp4xHdLIiz<9=sW9Ykce(wqDdy%VCk3cv^5VO`thDFO0!Z{0tAQmoi&xrBdQ01TBq0LlqRjX@joU<;W0yE1*=VFwD?03i{ zRC2d+S8kQUzJv_y+6S9G+$}G6wC~c#AGowU-7V`OKRmC$(?&&hyxyLYywQesysdxb zSDG~~2KB7JEkKU#czZlG;!HM+3XtY_1YS}vfHlU~c)+xqk7OY}eA`8!a_+`k$Y1L5 zq1iMgiua`dNCqT!MCk7$2R4%R7wy)NjRD0iS}THsW_O2K8_L2dZ&$=W`3yIQI_L^B zsp6fd$Vq!od6@0!bLSgYYRksQskTr=epBetn0`^nY6Ph|q@lQJFoL-h#2=*@ij&Qz z#On&I0ci6&We%NXB2}zYl;I-Y~Mc3{6f6~S0^~< zSop%yefe?{0~uW0@9}z#+jA{RGzh_48f+HB2#njwdZ697BA-^QWU3P{(E9G4@m*u% zwv#5ZBR4Wxf$&-~U9AkQ^7jJEY%DedeW|-uAU^DE{fY3_d57z%uA*7kIPcqW-ZR3S z9tq*7v7Yb^K0 zht-zCvz&GW)}~BPJ6d0NPh%l_e1r;7qR;kZyJ!W%!SPeF7(Au9TyOY<@^7cIi%#}qb2z|PfztkVJ$T-#>&XL zk2e!NNYePCjMLHDojKZ1@XzmYt&hQ2Of|v`gufxvz08dA{rSVrOU^t3Rs^m zkx@p?u$qDzHa~@*Yv<2y;|;V)$O=R|t)Q(*_h4t>(3+^X>*Y)P)=0+}+wm}}QZ%NS zUE|PVO?8#@Bj5V!=D%Gwc=(DebMexzx+ghoG&K2YHMqIE`w%#1iY}Ag)~(XANf0|SLsgKHWv5DE z4TrF*H{U;Kl}PqDL`9jw8~#Sjb?9jLrNkTS|yp zD|22E{;S^FHVNb1+X~&O9U42J{g*-#oHb2NUa9rwMAPkFPtjJZ#&PHZ;5*~|zLub9 zYleAJ=^R*<3C_HFf8vqgLpiVlRb2zq@Ptd@TLRD22p7Mzo*99s9Z&x21^3GLKNk71 z%UNcxU+1!1nsd!?}_;9^BIQQ7@Zj z6FNOcm6Rictv?SWZHbfRjjUes_IxMFh?W*KIvFak!*wut9dpA7=*v93Ny;B1i$%`! z@9jse>u4T%%E>HHrHX1cN}@E+FaRrudIm6`WP^GhaPO!Gj^3;OFagIbHu66j ziHfu@Rf4ROIwfv^`(=Vg!SxcS*7d-Ayx|ioWKl{G(OVF0()5BJ7HkO4>zx0w27?GU zf{KgCdLD5;jC%rwG`Mu-*Uu!5^({@OP#l>I#%_VUGP)-{GTj_48BIZ^(o{8nZ{tm6 zwu=Gtsrsr>@8+9isz@q*JsQK)`9&OWO{DWE6qYkHuJDALoZJ-pua*V}t1bxz-}R%E1ECp$Pa zGx;SpBhY=;0*46FVWQ6Ry9j)D52=>g>?+w%UmhrT4p05(O|d4Mh6Qrb_*6Gn9>&L9 zpyTW*++4Ua(8t2P;P^91hMWkX^0Tp2zW8?xzO4s%I47JX)ZdxiDjQ4EZ|LT4vz0yT z1lH!Ti0RG+LZp@gbt4Fgd)nvL9UQ_vke;CW)IWE~nEUB7HMmGm+p^SMvdK(iN{_gT zeQr^ijrLSKiI*p>i{cF6aR;A3AR(>O*7=5ZX9DYG#Ntid07BM2lh*{Y^NS^SDhM zEfv_?aWbQ&AQD>>_XfH0N zVzYuMpsiDRSwRNC%N>=P8YkyG9rJf{!$7$Rb95nEhl0Vn5A<_e45(ztqt@hCFdxpW zXqP*6EFN9>$DCptkjSbBy3q@7;!6J^sIsnwv`+nCV-1P@tG!s1C*f7(T1-<9{RwXE z7KzbjKvHRvwe)R)-f%u3zo2a6UmT)o#yr$VQ}X8MGJan_fY+UwQ^sx?-@FZ>65e(1 z!k%TszY(kSOwT6x6YfWb%S=VK zq?{8OmZ+ut$cw03^VAVGPy)<}OsWw(2pi@MC)J%DBn^#{+QANzgEmS<;Q$fAl&hrD zae($<^y*WwI6;kY{c&#XnvLU}AQfmBL+#WrUqSuAm(){%L6}e8ZE{}a4#ui~FQFYe zvHl3~6<5v9p)rh9bqVb5HjbqGe}LDlkNu|`FjzC@N#uS<*xp;;I83#=XA~5W{4Z^| zQ&-+5moxM5Jagd4&iXibD2lE1@R*G&wS>62n(oITrPD`tT#bu*D?EOWikemQLOIn_ zu|DM$K&>>lHbaK!A)v^pmkM+Q3Hm2Pk0rt5H@=#+4LV_vwU*DI4z$QNJuc3F%Rhdx zbn@9YAv;WjHSI$UHX{1i@h8_vaf-Rv7=e}S*~Slx;C$s; zHF=>wnIPY$QmW0YIWy)VY<~EJ535n1<>nIzRA`$q;~Z*4i%9B1V)wJVWMgR0oBhOM zQyH$`)wb8ltWFYV+6>Jcbo4p9I#??|YS$n*cuGkBdx@S=f{Fdpo|^h4|8YPc#{7Fy zP^pxacm1thJsNFGIEHQXkqp54*S+m2ruq4A2|43}FGxiaE%Ce8%{N1Ce5J@k^7)-7 zpxKWnY4iN-QG;23ET#w^r(FM_a!NGvQk>J)GLhHwiX=wdKvug)e>7)mafiXjn*2L{uR!mfU5do*O19Dk5Kv-l zoxw$1WUl|g-o=@E#3(zrR@juihZ8t(`+Ghg;vB-rCavk_!hOem$Q*6e_!I7K#oBnt z<_^)w{BzEYlY@XL3?bh3*D+l0smODO29b~V3jIo%mGzhYcA9DbSR~5V|3)*PB$t2l zXzg`Itl|}SRsM9_j6)RA5nI}J4=^lCsy5M8wRtwN%rgzfGa;{?-bc9baUTk|6wNwz zH43EvwDCWwRnxQd`MUhmy8#Z>O{>JxPLAT5Zs>Gp!V6c;IIIMk{#T*sV>f|_PU;Cm zKk2Cn9=&%J!mS4sDQgv2(qzVh&Mo|2vE+pRf#am2p%u^Rff)zAma)=A2av}8#VBpt z5YUfrPEm_FYu@C$nNcQl9~95@lmjfjRx&K_7|C;rZQf^QUiu$M!xew%@?05kLZdYdTxUaDXCW74niGba5$4Py+VF~kFB$=r9 zf(!*aKZqREt+W)X+Vkouw1QxD9;9j^ovoh0 zA92xskKZiV3#9;%{KuCwdr>18th)a%6Y}aXImicG$_L^1Q}ZZs$k;`V_*Yq%e9#Ld zuOQ!#AyMX9@D5RpMF@dRdCG3;-w<7+*~24(-9TokZ@_sq=thDl)Z z_Fz4F#;{1Da`|X!Flq&k!y;@cebV9{XX)tZc53f-dO2N};Z_8@YD_a4R}MWdd@rjU z(|+#ypI@W&>UJ)(R{`68+2p6>Y*Rx*OxDn!MZPblw@%E|8`7w^ZGi`ohjuR2$00vH z1BE0@O_Yi2GK^3!#0cXDfxBJnuIU5)H(h_~V^~jFE+*w$izhXtT)I(B9dLe}ze3|G z$#3Q;3~XV~Q#vJ~pohj!3`Z(8TGhI7GlD&#tI*=w;v2-oTxvh}2vj(cOeh-`laHn`VzH;X&5-Q0 zw|Szl#gG+%g)ZFMZ-h6IVKD;6UEGFqVLsI70gA5JoEUj_mAze1oqM=Mi!yc8`T%?+W)`ptp)D-?R{04jGG0sZ&7w!$%AR-n*W?59*caT$N~DL?vAOpSPOmO z_3%y)RekaJv3?Y|svrGN^JpIxB{hh6NSj)q8~NWR_oi$92x${7!=gO9k$Qla_{;y? zfm}Uw&A%Mn%y0ki!~f@Bz_136sU-(ZNu@>#q?y3MMtQWD#dgiPK(@$DAVOeVdcv?imesJiN~|?H$-+ zTtNvx4^nZqn=nbze^$ezoTeDLu+y`|Cy!vbx)jj`@^d^%&O$gMEmm@zqz$WM`FzpC zam0sQ(Ck829|!n^CvfWmAID`qHnMEiV?MgRE_MZ3qq z9x{0BQ7Z%cqedvpf8b0VW&n&Bn};ThQJv7vCvq6mwKo-iB($-m;{8S?fR$ASMbYjO2a_;$c2W-Y=VO^I6>s^E%g(qh zHiD9v2-JWIl@N`E7qsKNA}Z(@Iz`QgC1h@^({IX|Wl#e`x+kxPBFG8Hbuepu$r~2e zt$C<`@CfxjJ^MZ@7r8O~C9fpcI#)7`678Vfn%IzK2@#n^U zmoaNmNxPzt#&)LG&e*@>&+2#EOS<86`ogF?E(DEhaTfcGeE)EETq!jk+k&jMI4)hu z(e!X#xhVXC6|0*|vgARsu(pVqW_aLOD!HGPk>LLQ6d3aGJK>c=F>8JzrbbCsnqSUot z+J`QG<6fOq@{CnAzF54eXAUWt=ZzWJlp`~tt-7ZlKjp?v){P{Ushl3sc&KtT%tya9^0;%BGk`&(F2G7AO8okq>Y;I2nRDMrl^JT{+KG zYniDGx_|2m(97fQ;+tJ5L~3chha8KvT2l=lo>;dwE#Rc*$+S9`Xxn(?M`|5mE*qhf z_4xnP*;*8-MHq8pL{Bko?i841+CF5;w@h`bchu6V8*%d`GWlAjpA?w@IeG2huD+j= zMCD#1Hja#VtuX+$_@pQ~R3{VVhm(iKA>I1xOKE+K72B_+0jj1k>yxNu?J8f$*=zqf zdacH!Nzc~tR)Aff01fqBl0Ffnq>)IQ*MZyCN3Em(lKORi+R5=>(p++9zZ*rtd`S=d zbzer(2D*ecFJnT@0Ks)KJ{On0x^w&AUhW-}p44lN#7@A^OnBfXBiP&Rs`F8{c_0aW z$mAlTO7S~ezpKn}^x_cNOtPd$Xsh$zwBCO)9@CUO_5b{I4#}`QL9x2qb7~V}JDSg1 z8clAr?If35y$R1t+nxnDCf4bl*5pk!xY~Ht>RSrN&l);aU)K*O-g^Hg&*BWkdf*V3 zG4za;B`c-sK`KKr<3f3x@@vFBDZlkVCzy7pwWM}QfI!$k9kNY@)Trc}_;ahB@)ryf zdfJT*Qja7+41oD$GIk}gO|0uYekGRLXV@oel6jv`*bZFMt#QH2v^}rZ!5jH3w;`sg zc00+&9pX(zz9l36to4JTrl(4+dNStKFP;{g-NS4z+U3NS^MZl-Zf0T&Zi^->@!yep z^0QMnC61gC7rx0VDWVcx_c}Ew2{Y`OnRZN>{HBf>*9E9HdK(9RH0#+R-mS716MSh9 zxAo?ka!PU&ZSZm&+}fE_F#gg5=a!^sHFP0=!AdMJo26ltim4}TEsV(#Un1eC$_Vi)_hf}l^&sIFN(Q+p^oaGi;TbYvK(ve7m5%Wr zDEOSYX3ez)2kvpc&w*3|uw09E5u0=yhmFtHs=V$C(c>K-3T~<*%qJWmP{k1? zI_A)gY&i(Du&rowN(no8qtug`l(K*{t;{_pvTLmO)taMXFPeQwl zUv^A{)7;H&pLC?1#3+#jt7!Y^yMAQzmFu3Y=}lirBwhTLjx9^6T&x}$Bwa*|q~vUl z$3t*mP<*XpBrq6V;lCs3I*Vfk%>S@W8*^};rX&`^#}qIP4H?LBQ&U8ce5>}exN#qJ zj7;V5725I*m6e@J4TgOWUOou6iix4k{3c`~^`d0A`1?d%r2}hUR}lk8aU{lX@m;N1 zq*M2B^|%w>r8Z-mWqiG2r45Sw@Y}L1ICAMN87@pGu5nW{`ZnlS{a9xc;A8x&zQWs; zK&1f>?^IqlYFM$1P^bZlw>{j-0{bkM-&gU#o^yW z;|qz1x0a#N4iuQ%pCHwE?F>N}yJ=fI7dHG7wmYXUA+K)nHrLk02GO#ukN@;q@{1BO zoPH8f(B7R9{VX?_<+j2rR7={BDA+79q^lQTb)aH|w-NNQfbJP)1ODR|tmXxK^4)r} zZHVqjzfRj);elqITt-H-IWz1{A!ZT!AG0VGJ!xX@>Vgc1IDJlZ=N1w4w9-}do{B*9 zlXQ?G4cE}02ktFik!4%%9jBUOs=7EcUm>hwEW@9zs*B}ctaNkn+q6)^r}KAbj3U0J z6f*rllb}$wTLKu#ztB3L_4KYSDzb{mH$6R4U{T(4>~*Rc#z}wH<`buvxTp;CtYpKI zD=T=|C8L-=cuuk+4MurPRVI-s5EHtgFBljEZ9X4}l9L{sC zUxWR3J0k+9^^OcuWu#I|nKS#Oe<_Mn9A7op+2ylR;I^?Ex|em@$~YJ{Fuk(rmCm2O zx$ZM;{R9|o%4cq+YBr5+)(U9q+mx_ZkN zEYK2;UNVo3V10ZS0FcLr4^tI<0*lrg^(tU&;~lsQGmqTv|VD;*{@R z5Vo2XdRC&{d0M}EL)dOPC*CR4G33-7VcIAR#Ovh# z(v1QnT2sR+`une^%X-v<@}Zc7)Ld|$zsZrOTQK2WLD+sEh3vJI5%))B$Tm|VScjZjH@PT@ziwsdz#L#%B3c@^!I;O zZ1n>3WQ1_svy;&2chB-VcUTxdQY|}|(RaUTdh~)b0=|>%##z%b zH0&}{yJ6dyHP5yAZHRly?$D*ecXQFvzGm+ibxFzQgP>_uY`xu>&a?e11`H+U1hVgW zBwXKb8G?FP*vfh|kM{QQ+3-o$w_ikWi27a?5qz5F#GYI7ML2-zfTQ#zf#Q2636G`? zTX@fZ3T9wB1eJD-7`!U;f&cZ+4bLieZS*X;ql$6*@H}4Mp;js%U&KUG$x}&4<-a|V zud7<$4O|Ddf_UOt>QW)QNo$5SZ#8UsBXBuhG!L03d{HU&U$>qJUQv~-jbPx9Y0>l= zMN@b1)jw%~g})ni`7%@1S6Z>SQArP^g|95(z_zr&;6sqqPF$8uPXjjUVIWyTA(OqbE}z!tWbCUoz#)_brl=4`sgrYc7eAwC4hqUz8!V{hf)U_*lNmf+c8&J+#{~Lx<9fC|Ot!17&w|+e z^y4?n8riO~OAE$bG0x02KRL^<@~3hG=?<5sNqeY>LR3S@4l4bv*`S`j!?#lH;bEm)Agy~$L`y4TK8EP^Xt$5F)*7| zPns4ddgc;nj;e1;ZYp0woQqGt(kg+AvzUq0Pu znhWhemlnkT8wQ2nG@Q(ytMwQJ7Rr_nRc0!p7njfx&MSIs5G8UpF(o-Ri_CcqIDNFB zkrO$-`G?kBJCd54{Es(wCisn!*snY8-r64AZ7Yx-SX?>ZT_H3V^?1S8 zZSK*X-GYqpEFCOd!K5{{N0kt=cqG6RfD|AD$N>uADL@HO0n`8uKnu_T^Z*0E2rvQ6 z01LnhumS7<2fzt%0o=edfCu0O_yB%D01yO(0AWA`5Cy~laXFha0fg9PrwWC27CZt zzz^^T;6MNn2m}GaKnM^DgaHU39QXu80Fgix5DmltpMh8)4u}U5fG@y*Kq8O?Bm*fx zDv$=G0~tUjkOgD|Ux9DHcOVDI1@eG=pa3WYihyFE1Skc{fO4P$s06BjYM=)A0n`F@ zKt0d^Gy+JV31|jdfL5RlXa_ogPM{0u26}*ApbzK=27p0e2p9%NfKgx!7zZYRN#G|i z1xy1oz$`Ea%mWL+BCrH311rEPum=1B)`8!^2CxZi0e^sPUy$JU|5|DzH%T5Ea;{z(EBrD*m?x zKB`23ibtq`pn?z;M5uU-3Sv}{pyCNCNKrwC3UX9XpyDYiC{aO$3Tjl)pn?_^bf}<5 z1p_J=QNe@?W>m1Cf)y2Ps9;A02P!yG!G#KLR6Iik4=Q+3!H3=oju+@`&F}>WDp4Z8 z8NDI%U`B)Guy+sT(A27^*|c}&H74`^bSlkD*jkj*mj?VkkgO)3flx3rCQw#**8GY` z{9beNWX93T{(|v{oroa&IKZS78^7UjwT+5UTqVxuke>982TMg=I0y4n#{_xo^cVu2 z#Z{S5&PFj8%aZ#)$QRPro7wR6uM@!og_*?JSW`O0H96i;1s&;JIjW+3g8yPD<;DuO zS@7qNJ+Q&kvvnc!Ownz@kAG&8nLKG_Zhx;9&B@oJ!}6%d*0w9aIY#1Zpf_b&t_&3ZK&IR=#ohZbCC0@%7Vyt6Fq0$%`0vxTH z#>DB4;KdIV1Hh(mC^-Pz>ZKIxRbgf*@ z{kl>HS=1oue-lL(nd8%cXEAB3BdVES(=t5yA%giActD~{izAP z0Cj&AKyC3|+@ic_$-dHG%u%ae?5-^2l^ybsxRU>wm{r0E-&ipHtxZ zZrdysp`uk!!LYbx^WuZn50UJ7I*O=jL5YSb8WG^iY@Y#{FMIrK3erj%QW77;ul`i5W9EP+3^efb^za&eSF1_$5eM%Q zF^=tuhowG4DI;|>Vr*&ZQ{0UX!NIlm&iP$PlETQWtPGXoNVbVO+%qY!i+PjR)sJ8O zRg_3FdF=`cmICDDQMNpcMZ*&fm=Dq-#|EWR)M%sZy}CZ#a%QM$A-zJ};V-v{f0lh7 z+gB7Ir$ZIs`{mp3g67Y%tXIs~n;+$^u9L*X+Xu-|xk6-p#(i7X*iN2OP`2S}=|5W+ zyd2DVK&SX#Cp&!hiQcCd@{&QY!0(^lu@U3iV}E(Pu;xbj_~|@8JJWfGBY2ex-SPzy zJVEINR(BC&*R>C0T(-V$i2l6_Gx3w+7^2+;Ax1eWIGXu~fP`0+;57x>=LzU5<^qQH zGFp(~S6;9GCT^6erKWwns(N?WtfWnu+x(PKKY@@Y=+$lLiB0{?aS#o!ZK_$@##Mmq zYW{^=^O9_TmABpp#QleA!tUYW#vxj_LT^gm4VK>z`7XMYw4=nrULBRq+6p$kojM>q z2rK49!eO#TI!FX8XaC2Fn|9FR+M zT=y;1+4sq9A#0TIXGM|?CdvMqP8xk^uRSVlc9E^mH>7LKFYfZWW`9PFZLbwoDc4K* zi8^b{eC%O21=Yv+5f)FU-r4MY8~i7y&-r^EWUvzB(k}AT{&{=6gK4itFqdt7W0|f&T9mwb-e*5-*V!`RSm!IBBVRP|>GIoCAIus15H?3EtN0*f%E*!HE!p&3_ z2n%V8u4MjF5yBuZDVK;|)g{gL=~I9zG3MKs+HwWm@z5fi@*MMcdIM*MKIameNKAZ7 z9R&^3uf!JtJZL>|^s3%L?UHt9O}>B-i$pvke^|0r)G_At2D4DRHcqV;y1507C*Q+2 zcoLTSX*!U3b4vMoI9B2GZYUOiVJ@4dcmHndfs3j}x7BX z%<+R|k>y+RQwVXSXaYmt#=pW-O&{6Yu?6ZuFAr|kh;E0^8~K*p%H4mw@#!f={0Uy< z`})w6(*zc<6E#c64wg-iAMWFj)n8BR8+r6}m>Ct%L5yzl(gO8|EQKTM_tq@5YvP(H zH2&?eG+U+*tuI-MKX-pB|OjynO+)lf1EM2f2$&vJ_((=EXoT` z)`=U3&Hbjtud}l*k})>oKjv{N{Vy+SPj)(GF)i7^dZ5AS;<>dgp-WU7hFDc~ zMPvMXT3dTUGog65Qh`XR8!c0BSz=rJx1Hwm0zO1RaQUuX)wKEVblW?Du_t@17uD9? zz7l=b3>TT2k?ofIb1YkI`8bqU%0qrKJ!9Xmz26yU`7CS7CXVt9mJD_7SqI5~#OQw2 z&26TQqiEX2acUSXHkD(CC#ASV09PZA%;9qv(ilYkfMu z9??O#gy7~{{)bis5e%=^WkNA51&zMB*j{oeMF9AfTs8Eyeb z2>dT2GCXR_gbODXx~H^|0aJc-JBzKzE$MqYKUc#FyluGrz;$+iNS$bFv7mk|AQd{6(64%(Ht8?LnZTCAsnN0c~mlL+n-4sClXJGgTmaI z(~i^%)vq^Im@~vz9v4;$uD}ay_I-$ipZU_kzvbl~D1P{|NrpREq~8%wLo&Uv|B}(0 z_=#jXCj4)d;tS0n@B_kCM=(Hy!DiT0G_)QP{|&rXWMCrgwq7_HE?e%nQ6IXQqCB|A zkRy=0dL^b1SZxD4@Cj50w?m|Y{FR_F-1YacFKT)JqqvpqY>8|AA5qoSFY3r=Bffr- za63bZ^rad7Mn6V{;S8Ra>~?%_Y>+jnEBb&R!tYGTt1^YdN& z;S@g}q^*cIFj`ZYVEs>$uDIoa+sbC~yr;da?aj!;e$ztO4EPGe%G{!|{@s7OUlS_+ z(-7!m|Le-Z_v=qod{Xzv^k|t~2>fPehY+rP&bwUogi^!&$V+dsWU-3txI&1Tycgc} z=g9d)BmcfWUFMH@)lVh$u9>}cm;oVsN6J*ox{3CR{V(pty)maEALh<)Q#~)OPLRk~ zG7mQ`w4$ntNuL$K=inoPD^w}3Kcsj(IN!c)Nm5_dAToRt#wG2T;M-b+SULYmDt+s& z(0R}L0O{C&X}Mf3c$?Q*JN3Zaxs?oVw~H`o38m@O`4CoJk`4)O^S^u%J0X{y^W-a& zO({9tD=n0n6e^X4sRlUNZz%bgx7U6y1^D4it$$#b6XX|3Z*F_rN>_@S`RFIH* z((L79qao+{W%u3^zl)bR`fF;(ba1^&Q(C$37m^hQsZD}NkM{Ff@4ib40^}xq3f{ht zBTroo4NColh*iuLhk(kOOx-b08iCubtzNIt{N<-mst*F_{P2zWFv0C+NAL0lRwPyIGLncn+~oz9;#lw&y&@5jq9WEO6&({C8muUl zUMk|KWmN&(a{C6 z9+F<--eRE#J(r86*C%4cnL11y_pRoWtEZPI;s_^xfe$ystPB#9YieUuA!5dh$LtS! zB3DGO9?R25WPw+OITu7N$8$dKL2)6W8OzH~^aQU2Bdv|c2`3!`rp4@pyNL1mlfadN zrAx`+Z~dhHN}dFB7;A4MG{!B3dRIVv8ufy&JeFyYlUxYBHc=?yn|A}P^ihs(vXt8^g0+#(L*xm6zL;7wp|dv4fSUk(uDJdI2ih_iCA9*|Gj+?~#NC zsu04g@#HDp0yrpaK9pP`Fv{*t84C{B-5FE}v&`^FLrgE-r4VbWnoft1Je(Y54FN?) z-EO}2Od>y4of`Uwo#Icad+>ho-I`$`Q2U9#6i4a)Nu{@B(+EKgkL+ZYtD?tRQa^yR zsZROI(}}fz2|Mj_ay=PaA$P{v?cm-C2q|@U#kuN;@sbt#jsN+WR5#F1^*yeHb;_dzo?5^<+FOB0+EYX9z9+ z>ld=DlG>eIP{=Twl_xq$SCsg!`Mx%MFRh=tV|2DTDLDd@hd@(wizu}xbI>v<&v_HW zEN?p`%rt)vIws^$B%6@6Ns{Fgj$7M9{#&qp`f|dIb(XT#6piFVbn8+E2bf;q!z1@p z+?{Arz*>r=tLDQ}Cno=G46Pq>Yvt#A*)|=~(wlrXf1W^0?IyyVgqz@}#-XyK zm61w~{A1L4r$+4zP>n0S81bRPrhZfIiCXPEF*&KQg+Z|zdR;n8Rid`t#gZ9uC^0iW z{YQrxvOSP>dMOi_T4HrKpQ$^R7O{1Pr3e3t$8xbw}4xUiByYo9$G#!Rr^lI0VvD2KOnGlbO65Q-pTXprJv zoO=anLm_T6DbAs|iIU21lT8{tpvK#oSaP;V)N5i9w|QFx zVp{xf)}FPb<2p7D8v91}nu#Q5N>jsB6|CsPJEK#_10*w(I#nm8N8}p~(fbeMxz4Qb z)|=?CSdjy85kXTM_rEIUL1PZZ9hrg1 zrbmN&^gaot!^tj~4M9@qZ`N3Q1ulvIEd3sJfQDjtE(ujeDc~&C91yW0(O5;fPPWE4 z#;{^*=K?k78Zh;3(%5J>iMZ@fl&M;etdg_7UZoSmS?d>k@A0867_;-Yx3rKo>&P}f z*2_6YYkHE~595D5Si|RjWr(JjSVWp9fgC)Pgnq>+n5}}bAhaqsa;RAgW?fvVTs;hp zvf3Hm%)fCz$TaDCqWy^H$^>WmRScm4ezwfxZZR&Wa3 zsd_9APD(;HC4zJikejS+yf|UO*T&SU{0mR3434lzXbN5A{>5K$#bH{=EHWAR-(iuc zB;$ah1+&-&DW}PADr|qzLk`tfUwD=^fVn&Ww*i%P{}Kwd(01or&7E*|=k+`Zxe~|E zAJwJM8zXwnQYxa{3;2dUPprX5n5cJx7z5SNuq9cCeygpT^mdVKy3-_3jm|+K9RCv=%hR+=#R)$UUN#V{ovXXv25ggBn*aPA+%4FLiO70F<@eN*E z`J7KOD=UJtGDK-iz_AJ(6SmTH<`i+V&655}i-knMT0WZuMZhE-tl;2}_5JV@uC`yZ zXH5tNvDs%fG$hn}iN49W5O=lRUQBGH8>gU0%R)CkwS2cj-Mt86DeJU_jcjDUyu}jY za~`2ZArM8AIG&lHkYZvtN_fGSi#vg(&*?)88-l1=j+(a?h)Ry9DwM=Eb3cW~*6Q`! zu&ONBP5Xh|U4W~BD&~WlD=QX~<}LL7#J$%u_6K?y)beY~NovVX#)n$oXe7}6$vu14 za;&3V1K!E7ss$J9(&MSEI##@KP@@R@xrohIxBi%Bu zA%zs0iZ;`^xSk~5Masup729tdAnau%Ckv@$9i@`^jH}nybVetDg-?IeBseMF^|$>t z29aFBI+}I)kmP4p>k?9Y+Jfl_kE9H3eS8gCj}dhNNy##mn-+sOGjMyJkdg3&U?D{X zy77L&G3znN-lVS>>b z(V*ki@;_*WuPKzBgxfgzj+EroXx0G-q?kV?$a$G_Q`bL#K&gk)gA&}@=Q7CIplJaeo0BC}%Q z3U$wy=8N)2bH}4S0;-2|y=;aau@=+|m1TMNpRiDO^yS*o2_XjK%box5;t;j$=ZzsBBpvn(ELG=sjgrY=bJFRoq z#X^u-&Fkt;7u5;D$rbW?|0J_G6k|D6NS;p)2&-Qbzc;wr_B`QzT_)Ym@S#)+9*A4} zW;v@D(-2;lD3M~aJKevMn&xRQf)na-rOsEkumO)(NNy^gabZnvvWvcerDK$I+zgbt;3QnA zI}ZLPHd$J_ST+N5azAbSGPs8t1MeVhDijy*0G?Lr5Ogto6|BJCRNg2}vd?y|>^~Ip z!|gse7s}_=dc;BkU2gSxK=Nc6zMgzFjeY)+-_=wl7zG@^-~HQA zBKUP5ax0k|BiZ+N-Al0OzK^>>wJ!fq?U>U_A1nzb`<_}=ic9^Qb%Qu3IQzad&U-DF zie_~G(H~dR^Ul?Rjuq$5mF{4>kJtj=1v9p`$c^6^!=_m2Uniz|v6Y)eP?j$8pIL{h zp<5*>iBM^be;{t^8$!>7esBuul%ys76OL3Ps=j{fX03adelbRh`wk=gZS#(gJE&Z@ z_#vmb-tUz)hS`EqpzmiwDhX0+i9i>=5UN1&)=w-IS83W}(L5+lI0G&sTCiPK_A8Zk zVYYoVH8c*&SC!`=sZ)RknRbVVcY^azwBxCfr9lWtLVC z`Z)rUA7v4)6M@Qo_03G-y`%jUH8feO{ktB9+op+a^ppSeXl;D8t^(Swy)1VfSWB|> zMwt1oz{x++$v^|?9{uKjC#{7SO=D@D^ysgfcHlt@1)jo|)!-48l6T6Sz7_GX0(xjb z`ITgA{j8~TldGJKYyOT9V(ipm6~_AByDs}F$!*iZz9s9Wm&g3c=H>;&NA}s9p_^A? z`l)#^?~G0{^%J*g!EUDLM*zT~Ylgs#aUHI;%o0@`QmP>$5i zthj+M5jAEsI&jK~w&d0e6ZNSwJvIiU|ek);vK$k6*l6nidwT|+_S#NzrPhX zcJmMx=2g!(xeFt%f-vO1=3%jTX$FvT%t@geXhmFL&c;6EwXR~)rGP?mb`+o*>i7Jk-D*D7Dr{;^7m#(Q^-1zD3h|B<`SKT6HCgS#^{Pp9IX84ojPSiL9YO5mMP zHcY<7{1=4wQJ8cOBhL2zjpO+)6ZJ!IORB9rXuFD95??6&6oCoeRE^VuQXXGUk`jL? z)3E;Nlfc&=nH<`aj1$Ev-(q`8EF+ZW=eibi`_ym5qvRSN_dVeXCuy5z-!*k7WA+JZ z@cOcD34yOU{7l$QUUm2><``7-YPSg+e?sZ*_Z>m3h{Tb?$?&()l+hLgf-J_ZRJ>kj zN;hVxxkjd?>P*e-w|n!Tj!H{iXbOf3)y?+{dTTp_cSdMBkcq>s5cn(G|zv^K4n*{Z95Q>!fo(x?;Q{o3PLv>mxMnU?` z3!tW(me^UG>0Y+ePOmuBN%Y4K7i)c5BCG?`WAfp@0g#DU0_{sRt(*MqOQ)<%DezT? z>j!>d|E~vKQ$Q}agRMHNQgJ7&2*OPw6jPDWxcCk|)45=0)+au&vZtp=BXIYv&Na=0 zkSR3^}(V+x6vHAN+CK^xn<(o{3$|s4KKWSosEgE^R(}$S*gUK2DO7Z8H*K1TGu4 z{%At=om`PnGZ%2_8=kV&(pjdmO8mULiQ%DSL9%Gg5o3y@|9R7vgrHn^QwCFVw%PKw zUJ95;sc)RNi4fol9G#k*z+eOdA$w?Sh4=V*OUD>GwR{V_qe3&8-q`d7H_2}<>K)UF zCogcb4cD&k&9Rs8M6J^3a-Aj@s5>O=X60Sq`^~QMX%O)SI80yoR0catugmhYfNOT5 zA%l%Oc94@X9J;Zr0dJ@0b@x`|&wi2SLD8A3rlm(1$e!Ezh0c$zd>0#f{2OmIepn=w z=3Uj?XFfP74t?D4wzU46Ky?#xF-(m>9(Lk-OozbhhJvHyr^iI*eF{+wWE55OPhGAb ziQk1SqEj9#QtUvrfs`I)oF9a5jHj`!FJ5#hEoD53_<-he=I~wz| za7CPo%Y_}s;{6NDy>FQHl=c@x_c}_|H!mt9AFm43VCNL`9NM@$V{rdFXVom;4}7`D zjqxt}+`(FR#{41j1v(l0CRTq+dLbQFg*KDtH<482<0p%Jjo$KL?<7liDM({)0;^v8 zFP)~&65IBk09L)pUt@QzrDd7DDy(|*O87xmY2yQ*xeYw0rTNc(`Hdvqd&gLpkc#_x zBe%2mJv>x-MfiS6-u05Xx*GS8W>sarr18s-J!*`_O0he2SuSz4i(jVsb(a(*^GZ#(*aDC-mTN_DL;p{( z0JMDxk&;(Sd1YY8oMtLVa~mIU?8$?ov&xdRc#GsH4;0OVCcmy|{{!6pF-HCF<%Zi7 zY<7r86;#6uv6*@|686kc?ayFSchy<2bkHM{v52JgX(Sl0`dz5j)^v(kDC`@kpCm8j zS!YCApf9?KyoBq*CRb*2@m9;KUBB%#dVY3m1Wj(f6qcRxAi*WP8^mAVO+kLn5`VSK zHQBqzRi-rwRtB1|-RilKJeb=+)fX8kq)$Gq;Cj*q+gc^Q8V&g7{QD1DAF{E*kG0O7-&EqWm;gn)? zA8Me^^xbGr>ovjk)@oVib;QoZNL3_p8%$bx>EcfV(`+}WcDR#wJ0}9u3SM8l`=iKJ zeD*D-lOA2}y9wn3%Ov&yl#JJs>JqDVI62lU0M=&~Ziid57X?a)2bT`F>NzXE;e6=XS{YED<8#>j8! z`BZ7v@Ca)F(i@(8y+2mBZ?Q$x2D>ZPp89(imH|3f?40^crpTl{+koj*_x@C{$j6yS za-+-h>>yby=}+5z-27NzMSuhB8ISr7+kRwEe~n1LqqJYjUOl zd^oY+;2QBiaF0yWhG~6LzH$-o98jCf+s@rcYFaFW% zr@*n-GH00WALY72JNoFIiie0m1D5C5>E%ZuXZG@ed zY_F|T`bUh3-~p!bjoeZk|MoDjJg-kJYTm#$J>A=bhzMMnUMI~2!V1s`ztY-;?|dko z3&lSq+8IB2ttXTW%b~~X{54)=R}~MdLHnGONwyPzRP(Nr=M53UG>xgqF26F8d^PUp zWMS!!gpaI35dGuM{RgjS%w>?w=(JkWEb6*5H{$LbLGafEV5ZH~#lTY0J{QxT-1DL- zWtb;1^mRGSD;N3Hg}@TgG)prH9g7@tuayog4~d3G0u$uBS9H8vvI9o%1j4Q{;W_CI_TDzhUUNvGS2Nlxhb&NSBLn`c2I m39mn`rrJH>&AE4Q(kpi?lC1xN1<(m``2_g!SXdM_mHrQw{fPPi